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5_class_loader/0_intro.typ
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5_class_loader/0_intro.typ
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#import "../lib.typ": etal, ie
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#import "X_var.typ": *
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== Introduction
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/*
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When building an application with Android Studio, the source codes of applications are compiled to Java bytecode, which is then converted to Dalvik bytecode.
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Dalvik bytecode is then put in a zip archive with other resources such as the application manifest, and the zip archive is then signed.
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All this process is handled by Android Studio, behind the scene.
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At runtime, the Dalvik bytecode is either interpreted by the Dalvik virtual machine or compiled by ART in order to execute native code and it is up to these components to handle the loading of the classes.
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Both behaviors are possible at the same time for a single application, and it is up to Android to choose which part of an application is compiled in native code.
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*/
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Android applications are distributed using markets of applications.
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The market maintainers have the difficult task to discover suspicious applications and delete them if they are effectively malicious applications.
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For such a task, some automated analysis is performed, but sometimes, a manual investigation is required.
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A reverser is in charge of studying the application: they usually perform a static analysis and a dynamic analysis.
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The reverser uses in the first phase static analysis tools in order to access and review the code of the application.
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If this first phase is not accurately driven, for example if they fail to access a critical class, they may decide that a malicious application is safe.
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Additionally, as stated by Li #etal@Li2017 in their conclusions, such a task is complexified by dynamic code loading, reflective calls, native code, and multi-threading which cannot be easily handled statically.
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Nevertheless, even if we do not consider these aspects, determining statically how the regular class loading system of Android is working is a difficult task.
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Class loading occurs at runtime and is handled by the components of Android Runtime (ART), even when the application is partially or fully compiled ahead of time.
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Nevertheless, at the development stage, Android Studio handles the resolution of the different classes that can be internal to the application.
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When building, the code is linked to the standard library i.e. the code contained in `android.jar`.
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In this article, we call these classes "Development SDK classes".
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`android.jar` is not added to the application because its classes will be available at runtime in others `.jar` files.
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To distinguish those classes found at runtime from Dev SDK classes, we call them #Asdkc.
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When releasing the application, the building process of Android Studio can manage different versions of the #Asdk, reported in the Manifest as the "SDK versions".
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Indeed, some parts of the core #Asdkc can be embedded in the application, for retro compatibility purposes: by comparing the specified minimum SDK version and the target SDK version, the code of extra #Asdkc is stored in the APK file.
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As a consequence, it is frequent to find inside applications some classes that come from the `com.android` packages.
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At runtime each smartphone runs a unique version of Android, but, as the application is deployed on multiple versions of Android, it is difficult to predict which classes will be loaded from the #Asdkc or from the APK file itself.
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This complexity increases with the multi-DEX format of recent APK files that can contain several bytecode files.
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Going back to the problem of a reverser studying a suspicious application statically, the reverser uses tools to disassemble the application@mauthe_large-scale_2021 and track the flows of data in the bytecode.
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As an example, for a spyware potentially leaking personal information, the reverser can unpack the application with Apktool and, after manually locating a method that they suspect to read sensitive data (by reading the unpacked bytecode), they can compute with FlowDroid@Arzt2014a if there is a flow from this method to methods performing HTTP requests.
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During these steps, the reverser faces the problem of resolving statically, which class is loaded from the APK file and the #Asdkc.
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If they, or the tools they use, choose the wrong version of the class, they may obtain wrong conclusions about the code.
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Thus, the possibility of shadowing classes could be exploited by an attacker in order to obfuscate the code.
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In this paper, we study how Android handles the loading of classes in the case of multiple versions of the same class.
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Such collision can exist inside the APK file or between the APK file and #Asdkc.
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We intend to understand if a reverser would be impacted during a static analysis when dealing with such an obfuscated code.
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Because this problem is already enough complex with the current operations performed by Android, we exclude the case where a developer recodes a specific class loader or replace a class loader by another one, as it is often the case for example in packed applications@Duan2018.
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We present a new technique that "shadows" a class #ie embeds a class in the APK file and "presents" it to the reverser instead of the legitimate version.
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The goal of such an attack is to confuse them during the reversing process: at runtime the real class will be loaded from another location of the APK file or from the #Asdk, instead of the shadow version.
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This attack can be applied to regular classes of the #Asdk or to hidden classes of Android@he_systematic_2023 @li_accessing_2016.
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We show how these attacks can confuse the tools of the reverser when he performs a static analysis.
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In order to evaluate if such attacks are already used in the wild, we analyzed #nbapk applications from 2023 that we extracted randomly from AndroZoo@allixAndroZooCollectingMillions2016.
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Our main result is that #shadowsdk of these applications contain shadow collisions against the SDK and #shadowhidden against hidden classes.
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Our investigations conclude that most of these collisions are not voluntary attacks, but we highlight one specific malware sample performing strong obfuscation revealed by our detection of one shadow attack.
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The paper is structured as follows.
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@sec:cl-soa reviews the state of the art about loading of Android classes and the tools to perform reverse engineering on applications.
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Then, @sec:cl-loading investigates the internal mechanisms about class loading and presents how a reverser can be confused by these mechanisms.
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In @sec:cl-obfuscation, we design obfuscation techniques and we show their effect on static analysis tools.
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Finally, @sec:cl-wild evaluates if these obfuscation techniques are used in the wild, by searching inside #nbapk APKs if they exploit these techniques.
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@sec:cl-ttv discusses the limits of this work and @sec:cl-conclusion concludes the paper.
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// In addition to the public #Asdk of `android.jar`, other internal classes are also available for the Android Runtime.
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// Those classes are called hidden #Asdkc@li_accessing_2016, and are not supposed to be used by applications.
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// In reality their use is tolerated and many applications use them to access some of Android features.
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// This tolerance is one of the key point that lead to confusion attacks that we describe later in the paper.
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5_class_loader/1_related_work.typ
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5_class_loader/1_related_work.typ
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#import "../lib.typ": etal, paragraph
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#import "X_var.typ": *
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== State of the art <sec:cl-soa>
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#paragraph([Class loading])[
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Class loading mechanisms have been studied in the general context of the Java language.
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Gong@gong_secure_1998 describes the JDK 1.2 class loading architecture and capabilities.
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One of the main advantages of class loading is the type safety property that prevents type spoofing.
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As explained by Liang and Bracha@liang_dynamic_1998, by capturing events at runtime (new loaders, new class) and maintaining constraints on the multiple loaders and their delegation hierarchy, authors can avoid confusion when loading a spoofed class.
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This behavior is now implemented in modern Java virtual machines.
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Later Tazawa and Hagiya@tozawa_formalization_2002 proposed a formalization of the Java Virtual Machine supporting dynamic class loading in order to ensure type safety.
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Those works ensure strong safety for the Java Virtual Machine, in particular when linking new classes at runtime.
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Although Android has a similar mechanism, the implementation is not shared with the JVM of Oracle.
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Additionally, in this paper, we do not focus on spoofing classes at runtime, but on confusion that occurs when using a static analyzer used by a reverser that tries to understand the code loading process offline.
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Contributions about Android class loading focus on using the capabilities of class loading to extend Android features or to prevent reverse engineering of Android applications.
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For instance, Zhou #etal@zhou_dynamic_2022 extend the class loading mechanism of Android to support regular Java bytecode and Kritz and Maly@kriz_provisioning_2015 propose a new class loader to automatically load modules of an application without user interactions.
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Regarding reverse engineering, class loading mechanisms are frequently used by packers for hiding all or parts of the code of an application@Duan2018.
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The problem to be solved consists in locating secondary #dexfiles that can be unciphered just before being loaded.
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Dynamic hook mechanisms should be used to intercept the bytecode at load time.
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These techniques can be of some help for the reverser, but they require to instrument the source code of AOSP or the application itself.
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The engineering cost is high and anti-debugging techniques can slow down the process.
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Thus, a reverser always starts by studying statically an application using static analysis tools@Li2017, and will eventually go to dynamic analysis@Egele2012 if further costly extra analysis is needed (for example, if they spot the use of a custom class loader).
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In the first phase of an analysis where the used methods are static, the reverser can have the feeling that what he sees in the bytecode is what is loaded at runtime.
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Our goal is to show that tools mentioned in the literature@Li2017 can suffer from attacks exploiting confusion inside regular class loading mechanisms of Android.
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]
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#paragraph([Hidden APIs])[
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Li #etal did an empirical study of the usage and evolution of hidden APIs@li_accessing_2016.
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They found that hidden APIs are added and removed in every release of Android, and that they are used both by benign and malicious applications.
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More recently, He #etal @he_systematic_2023 did a systematic study of hidden service API related to security.
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They studied how the hidden API can be used to bypass Android security restrictions and found that although Google countermeasures are effective, they need to be implemented inside the system services and not the hidden API due to the lack of in-app privilege isolation: the framework code is in the same process as the user code, meaning any restriction in the framework can be bypassed by the user.
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]
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#paragraph([Static analysis tools])[
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Static analysis tools are used to perform operations on an APK file, for example extracting its bytecode or information from the Manifest file.
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Because of the complexity of Android, few tools have followed all the evolutions of the file format and are robust enough to analyze all applications without crashing@mineau_evaluating_2024.
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The tools can share the backend used to manipulate the code.
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For example, Apktool is often called in a subprocess to extracte the bytecode.
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Another example is Soot@Arzt2013, a Java framework that allows to manipulate the bytecode from an object representation of instructions.
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This framework enables advanced features such as inserting or removing bytecode instructions but can require a lot of memory and time to perform its operations.
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The most known tool built on top of Soot is FlowDroid@Arzt2014a, which enables to compute information flows statically into the code.
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Because these tools are used by reversers, we will evaluate the accuracy of the provided results in the case of an application developer exploits the possible confusions that brings the class loading mechanisms of Android.
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]
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5_class_loader/2_classloading.typ
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5_class_loader/2_classloading.typ
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#import "../lib.typ": todo, ie, etal, num
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#import "X_var.typ": *
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== Analyzing the class loading process <sec:cl-loading>
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For building obfuscation techniques based on the confusion of tools with class loaders, we manually studied the code of Android that handles class loading.
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In this section, we report the inner workings of ART and we focus on the specificities of class loading that can bring confusion.
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Because the class loading implementation has evolved over time during the multiple iterations of the Android operating system, we mainly describe the behavior of ART from Android version 14 (SDK 34).
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=== Class loaders
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When ART needs to access a class, it queries a `ClassLoader` to retrieve its implementation.
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Each class has a reference to the `ClassLoader` that loaded it, and this class loader is the one that will be used to load supplementary classes used by the original class.
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For example in @lst:cl-expl-cl-loading, when calling `A.f()`, the ART will load `B` with the class loader that was used to load `A`.
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#figure(
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```java
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class A {
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public static void f() {
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B b = new B();
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b.do_something();
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}}
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```,
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caption: [Class instantiation],
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) <lst:cl-expl-cl-loading>
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This behavior has been inherited from Java and most of the core classes regarding class loaders have been kept in Android.
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Nevertheless, the Android implementation has slight differences and new class loaders have been added.
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For example, the java class loader `URLClassLoader` is still present in Android, but contrary to the official documentation, most of its methods have been removed or replaced by a stub that just raises an exception.
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Moreover, rather than using the Java class loaders `SecureClassLoader` or `URLClassLoader`, Android has several new class loaders that inherit from `ClassLoader` and override the appropriate methods.
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The left part of @fig:cl-class_loading_classes shows the different class loaders specific to Android in white and the stubs of the original Java class loaders in grey.
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The main difference between the original Java class loaders and the ones used by Android is that they do not support the Java bytecode format.
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Instead, the Android-specific class loaders load their classes from (many) different file formats specific to Android.
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Usually, when used by a programmer, the classes are loaded from memory or from a file using the DEX format (`.dex`).
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When used directly by ART, the classes are usually stored in an application file (`.apk`) or in an optimized format (`OAR/ODEX`).
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#todo[Alt text for cl-class_loading_classes]
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#figure([
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#image(
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"figs/classloaders-crop.svg",
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width: 80%,
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alt: ""
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)
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gray -- Java-based, white -- Android-based
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],
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caption: [The class loading hierarchy of Android]
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) <fig:cl-class_loading_classes>
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=== Delegation <sec:cl-delegation>
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The order in which classes are loaded at runtime requires special attention.
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All the specific Android class loaders (`DexClassLoader`, `InMemoryClassLoader`, etc.) have the same behavior (except `DelegateLastClassLoader`) but they handle specificities for the input format.
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Each class loader has a delegate class loader, represented in the right part of @fig:cl-class_loading_classes by black plain arrows for an instance of `PathClassLoader` and an instance of `DelegateLastClassLoader` (the other class loaders also have this delegate).
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This delegate is a concept specific to class loaders and has nothing to do with class inheritance.
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By default, class loaders will delegate to the singleton class `BootClassLoader`, except if a specific class loader is provided when instantiating the new class loader.
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When a class loader needs to load a class, except for `DelegateLastClassLoader`, it will first ask the delegate, i.e. `BootClassLoader`, and if the delegate does not find the class, the class loader will try to load the class on its own.
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This behavior implements a priority and avoids redefining by error a core class of the system, for example redefining `java.lang.String` that would be loaded by a child class loader instead of its delegates.
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`DelegateLastClassLoader` behaves slightly differently: it will first delegate to `BootClassLoader` then, it will check its files and finally, it will delegate to its actual delegate (given when instantiating the `DelegateLastClassLoader`).
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This behavior is useful for overriding specific classes of a class loader while keeping the other classes.
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A normal class loader would prioritize the classes of its delegate over its own.
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#figure(
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```python
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def get_mutli_dex_classses_dex_name(index: int):
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if index == 0:
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return "classes.dex"
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else:
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return f"classes{index+1}.dex"
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def load_class(class_name: str):
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if is_platform_class(class_name):
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return load_from_boot_class_loader(class_name)
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else:
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index = 0
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dex_file = get_mutli_dex_classses_dex_name(index)
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while file_exists_in_apk(dex_file) and \
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not class_found_in_dex_file(class_name, dex_file):
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index += 1
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if file_exists_in_apk(dex_file):
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return load_from_file(dex_file, class_name)
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else:
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raise ClassNotFoundError()
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```,
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caption: [Default Class Loading Algorithm for Android Applications],
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) <lst:cl-loading-alg>
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At runtime, Android instantiates for each application three instances of class loaders described previously: `bootClassLoader`, the unique instance of `BootClassLoader`, and two instances of `PathClassLoader`: `systemClassLoader` and `appClassLoader`.
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`bootClassLoader` is responsible for loading Android *#platc*.
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It is the direct delegate of the two other class loaders instantiated by Android.
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`appClassLoader` points to the application `.apk` file, and is used to load the classes inside the application
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`systemClassLoader` is a `PathClassLoader` pointing to `'.'`, the working directory of the application, which is `'/'` by default.
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The documentation of `ClassLoader.getSystemClassLoader` reports that this class loader is the default context class loader for the main application thread.
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In reality, the #platc are loaded by `bootClassLoader` and the classes from the application are loaded from `appClassLoader`.
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`systemClassLoader` is never used.
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In addition to the class loaders instantiated by ART when starting an application, the developer of an application can use class loaders explicitly by calling to ones from the #Asdk, or by recoding custom class loaders that inherit from the `ClassLoader` class.
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At this point, modeling accurately the complete class loading algorithm becomes impossible: the developer can program any algorithm of their choice.
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For this reason, this case is excluded from this paper and we focus on the default behavior where the context class loader is the one pointing to the `.apk` file and where its delegate is `BootClassLoader`.
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With such a hypothesis, the delegation process can be modeled by the pseudo-code of method `load_class` given in <lst:cl-listing3>.
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In addition, it is important to distinguish the two types of #platc handled by `BootClassLoader` and that both have priority over classes from the application at runtime:
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- the ones available in the *#Asdk* (normally visible in the documentation);
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- the ones that are internal and that should not be used by the developer. We call them *#hidec*@he_systematic_2023 @li_accessing_2016 (not documented).
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As a preliminary conclusion, we observe that a priority exists in the class loading mechanism and that an attacker could use it to prioritize an implementation over another one.
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This could mislead the reverser if they use the one that has the lowest priority.
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To determine if a class is impacted by the priority given to `BootClassLoader`, we need to obtain the list of classes that are part of Android #ie the #platc.
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We discuss in the next section how to obtain these classes from the emulator.
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=== Determining #platc
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#figure(
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image(
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"figs/architecture_SDK-crop.svg",
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width: 80%,
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alt: ""
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),
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caption: [Location of SDK classes during development and at runtime]
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) <fig:cl-archisdk>
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@fig:cl-archisdk shows how classes of Android are used in the development environment and at runtime.
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In the development environment, Android Studio uses `android.jar` and the specific classes written by the developer.
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After compilation, only the classes of the developer, and eventually extra classes computed by Android Studio are zipped in the APK file, using the multi-dex format.
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At runtime, the application uses `BootClassLoader` to load the #platc from Android.
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Until our work, previous works@he_systematic_2023 @li_accessing_2016 considered both #Asdk and #hidec to be in the file `/system/framework/framework.jar` found in the phone itself, but we found that the classes loaded by `bootClassLoader` are not all present in `framework.jar`.
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For example, He #etal @he_systematic_2023 counted 495 thousand APIs (fields and methods) in Android 12, based on Google documentation on restriction for non SDK interfaces#footnote[https://developer.android.com/guide/app-compatibility/restrictions-non-sdk-interfaces].
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However, when looking at the content of `framework.jar`, we only found #num(333) thousand APIs.
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Indeed, classes such as `com.android.okhttp.OkHttpClient` are loaded by `bootClassLoader`, listed by Google, but not in `framework.jar`.
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For optimization purposes, classes are now loaded from `boot.art`.
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This file is used to speed up the start-up time of applications: it stores a dump of the C++ objects representing the *#platc* (#Asdk and #hidec) so that they do not need to be generated each time an application starts.
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Unfortunately, this format is not documented and not retro-compatible between Android versions and is thus difficult to parse.
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An easier solution to investigate the #platc is to look at the `BOOTCLASSPATH` environment variable in an emulator.
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This variable is used to load the classes without the `boot.art` optimization.
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We found 25 `.jar` files, including `framework.jar`, in the `BOOTCLASSPATH` of the standard emulator for Android 12 (SDK 32), 31 for Android 13 (SDK 33), and 35 for Android 14 (SDK 35), containing respectively a total of #num(499837), #num(539236) and #num(605098) API methods and fields.
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@tab:cl-platform_apis) summarizes the discrepancies we found between Google's list and the #platc we found in Android emulators.
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Note also that some methods may also be found _only_ in the documentation.
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Our manual investigations suggest that the documentation is not well synchronized with the evolution of the #platc and that Google has almost solved this issue in API 34.
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#figure({
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show table: set text(size: 0.80em)
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table(
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columns: 5,
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//inset: (x: 0% + 5pt, y: 0% + 2pt),
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stroke: none,
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align: center+horizon,
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table.hline(),
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table.header(
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table.cell(colspan: 5, inset: 3pt)[],
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table.cell(rowspan: 2)[*SDK version*],
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table.vline(end: 3),
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table.vline(start: 4),
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table.cell(colspan: 4)[*Number of API methods*],
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[Documented], [In emulator], [Only documented], [Only in emulator],
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),
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table.cell(colspan: 5, inset: 3pt)[],
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table.hline(),
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table.cell(colspan: 5, inset: 3pt)[],
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[32], num(495713), num(499837), num(1060), num(5184),
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[33], num(537427), num(539236), num(1258), num(3067),
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[34], num(605106), num(605098), num(26), num(18),
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table.cell(colspan: 4, inset: 3pt)[],
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table.hline(),
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)},
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caption: [Comparison for API methods between documentation and emulators],
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)<tab:cl-platform_apis>
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We conclude that it can be dangerous to trust the documentation and that gathering information from the emulator or phone is the only reliable source.
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Gathering the precise list of classes and the associated bytecode is not a trivial task.
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=== Multiple DEX files <sec:cl-collision>
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For the application class files, Android uses its specific format called DEX: all the classes of an application are loaded from the file `classes.dex`.
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||||
With the increasing complexity of Android applications, the need arrised to load more methods than the DEX format could support in one #dexfile.
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To solve this problem, Android started storing classes in multiple files named `classesX.dex` as illustrated by the @lst:cl-dexname that generates the filenames read by class loaders.
|
||||
Android starts loading the file `GetMultiDexClassesDexName(0)` (`classes.dex`), then `GetMultiDexClassesDexName(1)` (`classes2.dex`), and continues until finding a value `n` for which `GetMultiDexClassesDexName(n)` does not exist.
|
||||
Even if Android emits a warning message when it finds more than 100 #dexfiles, it will still load any number of #dexfiles that way.
|
||||
This change had the unintended consequence of permitting two classes with the same name but different implementations to be stored in the same `.apk` file using two #dexfiles.
|
||||
|
||||
Android explicitly performs checks that prevent several classes from using the same name inside a #dexfile.
|
||||
However, this check does not apply to multiple #dexfiles in the same `.apk` file, and a `.dex` can contain a class with a name already used by another class in another #dexfile of the application.
|
||||
Of course, such a situation should not happen when multiple #dexfiles have been generated by properly Android Studio.
|
||||
Nevertheless, for an attacker controlling the process, this issue raises the question of which class is selected when several classes sharing the same name are present in `.apk` files.
|
||||
|
||||
We found that Android loads the class whose implementation is found first when looking in the order of multiple `dexfiles`, as generated by the method `GetMultiDexClassesDexName`.
|
||||
We will show later in @sec:cl-evaltools that this choice is not the most intuitive and can lead to fool analysis tools when reversing an application.
|
||||
As a conclusion, we model both the multi-dex and delegation behaviors in the pseudo-code of @lst:cl-loading-alg.
|
||||
|
||||
#figure(
|
||||
```C++
|
||||
std::string DexFileLoader::GetMultiDexClassesDexName(size_t index) {
|
||||
return (index == 0) ?
|
||||
"classes.dex" :
|
||||
StringPrintf("classes%zu.dex", index + 1);
|
||||
}
|
||||
```,
|
||||
caption: [The method generating the .dex filenames from the AOSP]
|
||||
) <lst:cl-dexname>
|
||||
|
229
5_class_loader/3_obfuscation.typ
Normal file
229
5_class_loader/3_obfuscation.typ
Normal file
|
@ -0,0 +1,229 @@
|
|||
#import "../lib.typ": eg, todo, paragraph
|
||||
#import "X_var.typ": *
|
||||
|
||||
== Obfuscation Techniques <sec:cl-obfuscation>
|
||||
|
||||
In this section, we present new obfuscation techniques that take advantage of the complexity of the class loading process.
|
||||
Then, in order to evaluate their efficiency, we reviewed some common Android reverse analysis tools to see how they behave when collisions occur between classes of the APK or between a class of the APK and classes of Android (#Asdk or #hidec).
|
||||
We call this collision "*class shadowing*", because the attacker version of the class shadows the one that will be used at runtime.
|
||||
To evaluate if such shadow attacks are working, we handcrafted three applications implementing shadowing techniques to test their impact on static analysis tools.
|
||||
Then, we manually inspected the output of the tools in order to check its consistency with what Android is really doing at runtime.
|
||||
For example, for Apktool, we look at the output disassembled code, and for Flowdroid@Arzt2014a, we check that a flow between `Taint.source()` and `Taint.sink()` is correctly computed.
|
||||
|
||||
|
||||
/*
|
||||
shadow: faie une collision de classe
|
||||
hidden: utiliser une classe de l'API cachée
|
||||
|
||||
on peut shadow une classe de l'apk
|
||||
on peut shadow une classe du SDK
|
||||
on peut shadow une classe hidden
|
||||
*/
|
||||
|
||||
|
||||
=== Obfuscation Techniques
|
||||
|
||||
From the results presented in @sec:cl-loading, three approaches can be designed to hide the behavior of an application.
|
||||
|
||||
/*
|
||||
#paragraph([Hidden classes])[
|
||||
Applications both malicious and benign have been known to use hidden API to access advance features #todo[ref ?].
|
||||
Using #hidec can have an impact on the accuracy of analysis tools because they may not have access to the code of these classes.
|
||||
]
|
||||
#todo[Google blacklist/greylist/ect, ref to paper that says this can be bypass]
|
||||
|
||||
#todo[Compare classes in android.jar, framework.jar and other, are they hidden whitelisted classes?]
|
||||
|
||||
The two previous attacks have a few issue.
|
||||
Basic shadowing imply to have several class with the same name in the application, which can be detected by some tools.
|
||||
On the other hand, using #hidec leave classes without implementation in the application, which can also be detected.
|
||||
*/
|
||||
|
||||
#paragraph([*Self shadow*: shadowing a class with another from APK])[
|
||||
This method consists in hiding the implementation of a class with another one by exploiting the possible collision of class names, as described in @sec:cl-collision with multiple #dexfiles.
|
||||
If reversers or tools ignore the priority order of a multi-dex file, they can take into account the wrong version of a class.
|
||||
]
|
||||
|
||||
//priorité aux classes SDK meme si une shadow classe est définie dans l'APK (tout ca a cause de Boot)
|
||||
#paragraph([*SDK shadow*: shadowing a SDK class])[
|
||||
This method consists in presenting to the reverser a fake implementation of a class of the SDK.
|
||||
This class is embedded in the APK file and has the same name as the one of the SDK.
|
||||
Because `BootClassLoader` will give priority to the #Asdk at runtime, the reverser or tool should ignore any version of a class that is contained in the APK.
|
||||
The only constraint when shadowing an SDK class is that the shadowing implementation must respect the signature of real classes.
|
||||
Note that, by introducing a custom class loader, the attacker could inverse the priority, but this case is out of the scope of this paper.
|
||||
]
|
||||
|
||||
// priorité aux classes hidden (car du SDK) meme si une shadow classe est définie dans l'APK
|
||||
#paragraph([*Hidden shadow*: shadowing an hidden class])[
|
||||
This method is similar to the previous one, except the class that is shadowed is a #hidecsingular.
|
||||
Because ART will give priority to the internal version of the class, the version provided in the APK file will be ignored.
|
||||
Such shadow attacks are more difficult to detect by a reverser, that may not know the existence of this specific hidden class in Android.
|
||||
]
|
||||
|
||||
=== Impact on static analysis tools <sec:cl-evaltools>
|
||||
|
||||
#figure(
|
||||
```java
|
||||
public class Main {
|
||||
public static void main(Activity ac) {
|
||||
String personal_data = Taint.source();
|
||||
String obfuscated_personal_data = Obfuscation.hide_flow(personal_data);
|
||||
Taint.sink(ac, obfuscated_personal_data);
|
||||
}
|
||||
}
|
||||
public class Obfuscation { // customized for each obfuscation technique
|
||||
public static String hide_flow(String personal_data) { ... }
|
||||
```,
|
||||
caption: [Main body of test apps]
|
||||
)<lst:cl-testapp>
|
||||
|
||||
|
||||
We selected tools that are commonly used to unpack and reverse Android applications: Jadx#footnote[https://github.com/skylot/jadx], a decompiler for Android applications, Apktool#footnote[https://apktool.org/], a disassembler/repackager of applications, Androguard#footnote[https://github.com/androguard/androguard], one of the oldest Python package for manipulating Android applications, and Flowdroid@Arzt2014a that performs taint flow analysis.
|
||||
|
||||
For evaluating the tools, we designed a single application that we can customize for different tests.
|
||||
@lst:cl-testapp shows the main body implementing:
|
||||
- a possible flow to evaluate FlowDroid: a flow from a method `Taint.source()` to a method `Taint.sink(Activity, String)` through a method `Obfuscation.hide_flow(String)`;
|
||||
- a possible use of a SDK or hidden class inside the class `Obfuscation` to evaluate #platc shadowing for other tools.
|
||||
|
||||
The first application we released is a control application that does not do anything special.
|
||||
It will be used for checking the expecting result of tools.
|
||||
The second implements self shadowing: the class `Obfuscation` is duplicated: one is the same as the in the control app (`Obfuscation.hide_flow(String)` returns its arguments), and the other version returns a constant string.
|
||||
These two versions are embedded in several DEX of a multi-dex application.
|
||||
The third application tests SDK shadowing and needs an existing class of the SDK.
|
||||
We used `Pair` that we try to shadow.
|
||||
We put data in a `Pair` and reread the data from the `Pair`. The colliding `Pair` discards the data and returns null.
|
||||
The last application tests for Hidden API shadowing.
|
||||
Like for the third one, we similarly store data in `com.android.okhttp.Request` and then retrieve it.
|
||||
Again, the shadowing implementation discards the data.
|
||||
|
||||
We found that these static analysis tools do not consider the class loading mechanism, either because the tools only look at the content of the application file (#eg a disassembler) or because they consider class loading to be a dynamic feature and thus out of their scope.
|
||||
In @tab:cl-results, we report on the types of shadowing that can be tricked each tool.
|
||||
A plain circle is a shadow attack that leads to a wrong result.
|
||||
A white circle indicates a tool emitting warnings or that eventually displays the two versions of the class.
|
||||
A cross is a tool not impacted by a shadow attack.
|
||||
We explain in more detail in the following the results for each considered tool.
|
||||
|
||||
#figure({
|
||||
table(
|
||||
columns: 5,
|
||||
stroke: none,
|
||||
align:(left+horizon, center+horizon, center+horizon, center+horizon, center+horizon),
|
||||
table.hline(),
|
||||
table.header(
|
||||
table.cell(colspan: 5, inset: 3pt)[],
|
||||
table.cell(rowspan: 2)[Tool],
|
||||
table.cell(rowspan: 2)[Version],
|
||||
table.vline(end: 3),
|
||||
table.vline(start: 4),
|
||||
table.cell(colspan: 3)[Shadow Attack],
|
||||
[Self], [SDK], [Hidden],
|
||||
),
|
||||
table.cell(colspan: 5, inset: 3pt)[],
|
||||
table.hline(),
|
||||
table.cell(colspan: 5, inset: 3pt)[],
|
||||
|
||||
[Jadx], [1.5.0], [#warn], [#ok], [#ok],
|
||||
[Apktool], [2.9.3], [#warn], [#ok], [#ok],
|
||||
[Androguard], [4.1.2], [#warn], [#ok], [#ok],
|
||||
[Flowdroid], [2.13.0], [#ok], [#ko], [#ok],
|
||||
|
||||
table.cell(colspan: 5, inset: 3pt)[],
|
||||
table.hline(),
|
||||
)
|
||||
[#ok: working \ #warn: works but producing warning or can be seen by the reverser \ #ko: not working]
|
||||
},
|
||||
caption: [Working attacks against static analysis tools]
|
||||
) <tab:cl-results>
|
||||
|
||||
==== Jadx
|
||||
|
||||
Jadx is a reverse engineering tool that regenerates the Java source code of an application.
|
||||
It processes all the classes present in the application, but only save/display one class by name, even if two versions are present in multiple #dexfiles.
|
||||
Nevertheless, when multiple classes with the same name are found, Jadx reports it in a comment added to the generated Java source code.
|
||||
This warning stipulates that a possible collision exists and lists the files that contain the different versions of the class.
|
||||
Unfortunately, after reviewing the code of Jadx, we believe that the selection of the displayed class is an undefined behavior.
|
||||
At least for the version 1.5.0 that we tested, we found that Jadx selects the wrong implementation when a class with the same name is present.
|
||||
For example in `classes2.dex` and `classes3.dex`.
|
||||
We report it with a "#warn" because warnings are issued.
|
||||
|
||||
//Using #hidec does not affect Jadx beyond the fact that #hidec are not decompiled, which is to be expected by the user anyway.
|
||||
|
||||
Shadowing #Asdk and #hidec is possible in Jadx: there is only one implementation of the class in the application and Jadx does not have a list of the internal classes of Android: no warning is issued to the reverser that the displayed class is not the one used by Android.
|
||||
|
||||
==== Apktool
|
||||
|
||||
Apktool generates Smali files, an assembler language for DEX bytecode.
|
||||
Apktool will store the disassembled classes in a folder that matches the #dexfile that stores the bytecode.
|
||||
This means that when shadowing a class with two versions in two #dexfiles, the shadow implementations will be disassembled into two directories.
|
||||
No indication is displayed that a collision is possible.
|
||||
It is up to the reverser to have a chance to open the good one.
|
||||
|
||||
Similarly to Jadx, using an #Asdk or #hidecsingular will not be detected by the tool that will unpack the fake shadow version.
|
||||
|
||||
==== Androguard
|
||||
|
||||
Androguard has different usages, with different levels of analysis.
|
||||
The documentation highlights the analysis commands that compute three types of objects: an APK object, a list of DEX objects, and an Analysis object.
|
||||
The APK and the list of #dexfiles are a one-to-one representation of the content of an application, and have the same issues that we discussed with Apktool: they provide the different versions of a shadow class contained in multiple #dexfiles.
|
||||
|
||||
The Analysis object is used to compute a method call graph and we found that this algorithm may choose the wrong version of a shadowed class when using the cross references that are computed.
|
||||
This leads to an invalid call graph as shown in @fig:cl-andro_obf_cg: the two methods `doSomething()` are represented in the graph, but the one linked to `main()` on the graph is the one calling the method `good()` when in fact the method `bad()` is called when running the application.
|
||||
|
||||
Androguard has a method `.is_external()` to detect if the implementation of a class is not provided inside the application and a method `.is_android_api()` to detect if the class is part of the Android API.
|
||||
Regrettably, the documentation of `.is_android_api()` explains that the method is still experimental and just checks a few package names.
|
||||
This means that although those methods are useful, the only indication of the use of an #Asdk or #hidec is the fact that the class is not in the APK file.
|
||||
Because of that, like for Apktool and Jadx, Androguard has no way to warn the reverser that the shadow of an #Asdk or #hidec is not the class used when running the application.
|
||||
|
||||
#todo[alt text androguard_call_graph]
|
||||
|
||||
#figure({
|
||||
set align(center)
|
||||
stack(dir: ltr,[
|
||||
#figure(
|
||||
image(
|
||||
"figs/call_graph_expected.svg",
|
||||
width: 45%,
|
||||
alt: ""
|
||||
),
|
||||
supplement: [Subfigure],
|
||||
caption: [Expected Call Graph]
|
||||
) <fig:cl-andro_non_obf_cg>],[
|
||||
#figure(
|
||||
image(
|
||||
"figs/call_graph_obf.svg",
|
||||
width: 45%,
|
||||
alt: ""
|
||||
),
|
||||
supplement: [Subfigure],
|
||||
caption: [Call Graph Computed by Androguard]
|
||||
) <fig:cl-andro_obf_cg>
|
||||
])
|
||||
h(1em)},
|
||||
caption: [Call Graphs of an application calling `Main.bad()` from a shadowed `Obfuscation` class.],
|
||||
)<fig:cl-androguard_call_graph>
|
||||
|
||||
==== Flowdroid
|
||||
|
||||
Flowdroid@Arzt2014a is used to detect if an application can leak sensitive information.
|
||||
To do so, the analyst provides a list of source and sink methods.
|
||||
The return value of a method marked as source is considered sensitive and the argument of a method marked as sink is considered to be leaked.
|
||||
By analyzing the bytecode of an application, Flowdroid can detect if data emitted by source methods can be exfiltrated by a sink method.
|
||||
Flowdroid is built on top of the Soot@Arzt2013 framework that handles, among other things, the class selection process.
|
||||
|
||||
We found that when selecting the classes implementation in a multi-dex APK, Soot uses an algorithm close to what ART is performing:
|
||||
Soot sorts the `.dex` bytecode file with a specified `prioritizer` (a comparison function that defines an order for #dexfiles) and selects the first implementation found when iterating over the sorted files.
|
||||
Unfortunately, the `prioritizer` used by Soot is not exactly the same as the one used by the ART.
|
||||
The Soot `prioritizer` will give priority to `classes.dex` and then give priority to files whose name starts with `classes` over other files and finally will use the alphabetical order.
|
||||
This order is good enough for application with a small number of #dexfiles generated by Android Studio, but because it uses the alphabetical order and does not check the exact format used by Android, a malicious developer could hide the implementation of a class in `classes2.dex` by putting a false implementation in `classes0.dex`, `classes1.dex` or `classes12.dex`.
|
||||
|
||||
// TODO This could use more investigation
|
||||
In addition to self shadowing, Flowdroid is sensitive to the use of #platc, as it needs the bytecode of those classes to be able to track data flows.
|
||||
This is solved for SDK classes by providing `android.jar` to Flowdroid.
|
||||
Flowdroid gives priority to the classes from the SDK over the classes implemented in the application, thus defeating SDK shadow attacks.
|
||||
Unfortunately, `android.jar` only contains classes from the #Asdk, meaning that using #hidec breaks the flow tracking.
|
||||
Solving this issue would require finding the bytecode of all the platform classes of the Android version targeted and as we said previously it requires extracting this information from the emulator.
|
||||
|
||||
//\medskip
|
||||
|
||||
We have seen that tools can be impacted by shadow attacks. In the next section, we will investigate if these attacks are used in the wild.
|
||||
|
279
5_class_loader/4_in_the_wild.typ
Normal file
279
5_class_loader/4_in_the_wild.typ
Normal file
|
@ -0,0 +1,279 @@
|
|||
#import "../lib.typ": num, todo, paragraph
|
||||
#import "X_var.typ": *
|
||||
|
||||
== Shadow attacks in the wild <sec:cl-wild>
|
||||
|
||||
In this section, we evaluate in the wild if applications that can be found in the Play store or other markets use one of the shadow techniques.
|
||||
Our goal is to explore the usage of shadow techniques in real applications.
|
||||
Because we want to include malicious applications (in case such techniques would be used to hide malicious code), we selected #num(50000) applications randomly from AndroZoo@allixAndroZooCollectingMillions2016 that appeared in 2023.
|
||||
Malicious applications are spot in our dataset by using a threshold of 3 over the number of antivirus reporting an application as a malware.
|
||||
Some few applications over the total cannot be retrieved or parsed leading to a final dataset of #nbapk applications.
|
||||
We automatically disassembled the applications to obtain the list of included classes.
|
||||
Then, we check if any shadow attack occurs in the APK itself or with #platc of SDK 34.
|
||||
|
||||
=== Results
|
||||
|
||||
/*
|
||||
id code
|
||||
on prend les classes des platform classes et
|
||||
comparé à SDK 32 33 34: si la shadow class match, alors match
|
||||
*/
|
||||
|
||||
|
||||
#todo[cl-shadow]
|
||||
#figure({
|
||||
show table: set text(size: 0.80em)
|
||||
table(
|
||||
columns: 9,
|
||||
stroke: none,
|
||||
align: center+horizon,
|
||||
inset: (x: 0% + 5pt, y: 0% + 2pt),
|
||||
table.hline(),
|
||||
table.header(
|
||||
table.cell(colspan: 9, inset: 3pt)[],
|
||||
[],
|
||||
table.vline(end: 3),
|
||||
table.vline(start: 4),
|
||||
table.cell(colspan: 3)[*Number of apps*],
|
||||
table.vline(end: 3),
|
||||
table.vline(start: 4),
|
||||
table.cell(colspan: 4)[*Average*],
|
||||
table.vline(end: 3),
|
||||
table.vline(start: 4),
|
||||
table.cell(rowspan: 2)[*Identical Code*],
|
||||
|
||||
[],
|
||||
[], [*%*], [*% malware*],
|
||||
[*Shadow classes*], [*Median*], [*Target SDK*], [*Min SDK*],
|
||||
|
||||
),
|
||||
table.cell(colspan: 9, inset: 3pt)[],
|
||||
table.hline(),
|
||||
table.cell(colspan: 9)[For all applications of the dataset],
|
||||
table.hline(),
|
||||
table.cell(colspan: 9, inset: 3pt)[],
|
||||
|
||||
..scan_50k.map(e => (
|
||||
[*#e.method*],
|
||||
num(e.nbapp), [#e.ratioapp%], [#e.ratiomal%],
|
||||
num(e.avgshadow), num(e.median), num(e.avgtargetsdk), num(e.avgminsdk),
|
||||
[#e.id%]
|
||||
)).flatten(),
|
||||
|
||||
table.cell(colspan: 9, inset: 3pt)[],
|
||||
table.hline(),
|
||||
table.cell(colspan: 9)[For applications with at least 1 shadow case],
|
||||
table.hline(),
|
||||
table.cell(colspan: 9, inset: 3pt)[],
|
||||
|
||||
..scan_only_shadow.map(e => (
|
||||
[*#e.method*],
|
||||
num(e.nbapp), [#e.ratioapp%], [#e.ratiomal%],
|
||||
num(e.avgshadow), num(e.median), num(e.avgtargetsdk), num(e.avgminsdk),
|
||||
[#e.id%]
|
||||
)).flatten(),
|
||||
|
||||
table.cell(colspan: 9, inset: 3pt)[],
|
||||
table.hline(),
|
||||
)},
|
||||
caption: [Shadow classes compared to SDK 34 for a dataset of #nbapk applications]
|
||||
) <tab:cl-shadow>
|
||||
|
||||
//The metadata provided by AndroZoo helps to have the flags reported by antiviruses used by VirusTotal#footnote[https://www.virustotal.com].
|
||||
|
||||
|
||||
We report in the upper part of @tab:cl-shadow the statistics about the whole dataset and the three shadow attacks: "self" when a class shadows another one in the APK, "SDK" when a class of the SDK shadows one of the APK, and "Hidden" when a hidden class of Android shadows one of the APK.
|
||||
We observe that, on average, a few classes are shadowed by another class.
|
||||
Note that the median value is 0 meaning that few apps shadow a lot of classes, but the majority of apps do not shadow anything.
|
||||
The number of applications shadowing a hidden API is low, which is an expected result as these classes should not be known by the developer.
|
||||
We observe a consequent number of applications, 23.52%, of applications that perform SDK shadowing.
|
||||
It can be explained by the fact that some classes that newly appear are embedded in the APK for end users that have old versions of Android: it is suggested by the average value of Min SDK which is 21.7 for the whole dataset: on average, an application can be run inside a smartphone with API 21, which would require to embed all new classes from 22 to 34.
|
||||
This hypothesis about missing classes is further investigated later in this section.
|
||||
|
||||
In the bottom part of @tab:cl-shadow, we give the same statistics but we excluded applications that do not perform any shadowing.
|
||||
For those pairs of shadow classes, we disassembled them using Apktool to perform a comparison using instructions represented in the Smali language.
|
||||
For self-shadow, we compare the pair.
|
||||
For the shadowing of the SDK or Hidden class, we compare the code found in the APK with implementations found in the emulator and `android.jar` of SDK 32, 33, and 34.
|
||||
|
||||
#paragraph([Self-shadowing])[
|
||||
We observe a low number of applications doing self-shadow attacks.
|
||||
For each class that is shadowed, we compared its bytecode with the shadowed one.
|
||||
We observe that 74.8% are identical which suggests that the compilation process embeds the same class multiple times but makes variations in headers or metadata values.
|
||||
We investigate later in @sec:cl-malware the case of malicious applications.
|
||||
]
|
||||
|
||||
#figure(
|
||||
image(
|
||||
"figs/redef_sdk_relative_min_sdk.svg",
|
||||
width: 100%,
|
||||
alt: ""
|
||||
),
|
||||
caption: [Redefined SDK classes, sorted by the first SDK they appeared in.]
|
||||
)<fig:cl-classes_by_first_sdk>
|
||||
|
||||
#paragraph([SDK shadowing])[
|
||||
For the shadowing of SDK classes, we observe a low ratio of identical classes.
|
||||
This result could lead to the wrong conclusion that developers embed malicious versions of the SDK classes, but our manual investigation shows that the difference is slight and probably due to compiler optimization.
|
||||
To go further in the investigation, in @fig:cl-classes_by_first_sdk we represent these redefined classes with the following rules:
|
||||
|
||||
- The class is classified on the X abscissa in the figure according to the SDK it first appeared in.
|
||||
- The class is counted as "green" (solid) if it first appeared in the SDK *after* the APK min SDK (retro compatibility purpose).
|
||||
- The class is counted as "red" (hatched) if it first appeared in the SDK *before* the APK min SDK (which is useless for the application as the SDK version is always available).
|
||||
|
||||
We observe that the majority of classes are legitimate retro-compatibility additions of classes, especially after SDK 21 (which is the average min SDK, cf. @tab:cl-shadow).
|
||||
Abnormal cases are observed for classes that appeared in API versions 7 and before, 8, and 16.
|
||||
@tab:cl-topsdk reports the top ten classes that shadow the SDK for the three mentioned versions.
|
||||
For SDK before 7, it mainly concerns HTTP classes: for example, the class `HttpParams` is an interface, containing limited bytecode that mostly matches the class already present on the emulator (98.03% of shadowed classes are identical).
|
||||
`HttpConnectionParams` on the other hand differs from the platform class and we observe only 4.99% of identical classes.
|
||||
Manual inspection of some applications revealed that the two main reasons are:
|
||||
|
||||
|
||||
- instead of checking if the methods attributes are null inline like Android does, applications use the method `org.apache.http.util.Args.notNull()`. According to comments in the source code of Android#footnote[https://cs.android.com/android/platform/superproject/main/+/main:frameworks/base/core/java/org/apache/http/params/HttpConnectionParams.java;drc=3bdd327f8532a79b83f575cc62e8eb09a1f93f3d?], the class was forked in 2007 from Apache 'httpcomponents' project. Looking at the history of the project, the use of `Args.notNull()` was introduced in 2012#footnote[https://github.com/apache/httpcomponents-core/commit/9104a92ea79e338d876b1b60f5cd2b243ba7069f?]. This shows that applications are embedding code from more recent version of this library without realizing their version will not be the used one.
|
||||
- very small changes that we found can be attributed to the compilation process (e.g. swapping registers: `v0` is used instead of `v1` and `v1` instead of `v0`), but even if we consider them different, they are very similar.
|
||||
|
||||
The remaining 4.99% of classes that are identical to the Android version are classes where the body of the methods is replaced by stubs that throw `RuntimeException("Stub!")`.
|
||||
This code corresponds to what we found in android.jar but not the code we found in the emulator, which is surprising.
|
||||
Nevertheless, we decided to count them as identical, because `android.jar` is the official jar file for developer, and stubs are replaced in the emulator: it is intended by Google developers.
|
||||
|
||||
Other results of @tab:cl-topsdk can be similarly discussed: either they are identical with a high ratio, or they are different because of small variations.
|
||||
When substantial differences appear it is mainly because different versions of the same library have been used or an SDK class is embedded for retro-compatibility.
|
||||
]
|
||||
|
||||
#figure({
|
||||
show table: set text(size: 0.80em)
|
||||
table(
|
||||
columns: 3,
|
||||
stroke: none,
|
||||
align: (left, right, right),
|
||||
inset: (x: 0% + 5pt, y: 0% + 2pt),
|
||||
table.hline(),
|
||||
table.header(
|
||||
table.cell(colspan: 3, inset: 2pt)[],
|
||||
[*Class*], [*Occurrences*], [*Identical ratio*],
|
||||
),
|
||||
table.cell(colspan: 3, inset: 2pt)[],
|
||||
table.hline(),
|
||||
table.cell(colspan: 3, inset: 2pt)[],
|
||||
[redefined for SDK $<=$ 7], [], [],
|
||||
table.hline(),
|
||||
table.cell(colspan: 3, inset: 2pt)[],
|
||||
..redef_sdk_7minus.map(e => (
|
||||
raw(e.class), num(e.occ), [#e.idper%],
|
||||
)).flatten(),
|
||||
|
||||
table.cell(colspan: 3, inset: 2pt)[],
|
||||
table.hline(),
|
||||
table.cell(colspan: 3, inset: 2pt)[],
|
||||
[redefined for SDK $=$ 8], [], [],
|
||||
table.cell(colspan: 3, inset: 2pt)[],
|
||||
table.hline(),
|
||||
table.cell(colspan: 3, inset: 2pt)[],
|
||||
..redef_sdk_8.map(e => (
|
||||
raw(e.class), num(e.occ), [#e.idper%],
|
||||
)).flatten(),
|
||||
|
||||
table.cell(colspan: 3, inset: 2pt)[],
|
||||
table.hline(),
|
||||
table.cell(colspan: 3, inset: 2pt)[],
|
||||
[redefined for SDK $=$ 16], [], [],
|
||||
table.cell(colspan: 3, inset: 2pt)[],
|
||||
table.hline(),
|
||||
table.cell(colspan: 3, inset: 2pt)[],
|
||||
..redef_sdk_16.map(e => (
|
||||
raw(e.class), num(e.occ), [#e.idper%],
|
||||
)).flatten(),
|
||||
|
||||
|
||||
table.cell(colspan: 3, inset: 2pt)[],
|
||||
table.hline(),
|
||||
)},
|
||||
caption: [Shadow classes compared to SDK 34 for a dataset of #nbapk applications]
|
||||
) <tab:cl-topsdk>
|
||||
|
||||
#paragraph([Hidden shadowing])[
|
||||
For applications redefining hidden classes, on average, 16.1 classes are redefined (cf bottom part of @tab:cl-shadow).
|
||||
The top 3 packages whose code actually differs from the ones found in Android are `java.util.stream`, `org.ccil.cowan.tagsoup` and `org.json`:
|
||||
|
||||
- stream: when looking in more detail, we found that `java.util.stream` was only redefined by 6 applications, but the large number of classes redefined artificially puts the package at the top of the list. // It is explained by the fact that developers have included this library containing a lot of classes colliding with Android.
|
||||
- tagsoup: `TagSoup` is a library for parsing HTML. // Developers do not know that it is part of Android as hidden classes.
|
||||
- json: there is only one hidden class in `org.json`, redefined by #num(821) applications: `JSONObject$1`.
|
||||
`org.json` is a package in Android SDK, not a hidden one.
|
||||
However, `JSONObject$1` is an anonymous class not provided by `android.jar` because its class `JSONObject` is an empty stub, and thus, does not use `JSONObject$1`.
|
||||
Thus, this class falls in the category of hidden #platc.
|
||||
All these hidden shadow classes are libraries included by the developers who probably did not know that they were already embedded in Android.
|
||||
]
|
||||
|
||||
=== Shadowing in malware applications <sec:cl-malware>
|
||||
|
||||
#figure(
|
||||
```java
|
||||
public class Reflection {
|
||||
private static final int ERROR_SET_APPLICATION_FAILED = -20;
|
||||
private static final String TAG = "Reflection";
|
||||
// ...
|
||||
|
||||
static {
|
||||
try {
|
||||
Method declaredMethod = Class.class.getDeclaredMethod("forName", String.class);
|
||||
Method declaredMethod2 = Class.class.getDeclaredMethod("getDeclaredMethod", String.class, Class[].class);
|
||||
Class cls = (Class) declaredMethod.invoke(null, "dalvik.system.VMRuntime");
|
||||
Method method = (Method) declaredMethod2.invoke(cls, "getRuntime", null);
|
||||
setHiddenApiExemptions = (Method) declaredMethod2.invoke(cls, "setHiddenApiExemptions", new Class[]{String[].class});
|
||||
sVmRuntime = method.invoke(null, new Object[0]);
|
||||
} catch (Throwable th) { Log.e(TAG, "reflect bootstrap failed:", th); }
|
||||
System.loadLibrary("free-reflection");
|
||||
// ...
|
||||
}
|
||||
// ...
|
||||
}
|
||||
```,
|
||||
caption: [Implementation of Reflection found un classes11.dex (shadows @lst:cl-refl1)],
|
||||
) <lst:cl-refl2>
|
||||
|
||||
#figure(
|
||||
```java
|
||||
public class Reflection {
|
||||
private static final String DEX = "ZGV4CjAzNQCl4EprGS2pXI/v3OwlBrlfRnX5rmkKVdN0CwAAcA ... AoAAA==";
|
||||
private static final String TAG = "Reflection";
|
||||
|
||||
private static native int unsealNative(int i);
|
||||
|
||||
public static int unseal(Context context) {
|
||||
return (Build.VERSION.SDK_INT < 28 || BootstrapClass.exemptAll() || unsealByDexFile(context)) ? 0 : -1;
|
||||
}
|
||||
|
||||
private static boolean unsealByDexFile(Context context) {
|
||||
// Decode DEX from base64 and load it as bytecode.
|
||||
// ...
|
||||
}
|
||||
// ...
|
||||
}
|
||||
```,
|
||||
caption: [Implementation of Reflection executed by ART (shadowed by @lst:cl-refl2],
|
||||
) <lst:cl-refl1>
|
||||
|
||||
The last column of @tab:cl-shadow shows the proportion of applications considered as malware because we arbitrarily fixed a threshold of 3 positive detections from VirusTotal reports.
|
||||
For the whole dataset, we have 0.53% of applications considered as malware.
|
||||
We can see that an application that uses self-shadowing is 10 times more likely to be a malware, when the proportion of malware among application shadowing #platc is the same as in the rest of the dataset.
|
||||
Thus, we manually reversed self-shadowing malware, and found that the self-shadowing does not look to be voluntary.
|
||||
The colliding classes are often the same implementation, occasionally with minor differences, like different versions of a library.
|
||||
Additionally, we noticed multiple times internal classes from `com.google.android.gms.ads` colliding with each other, but we believe that it is due to bad processing during the compilation of the application.
|
||||
|
||||
// Nom de l'app: ShareCRM, mais ca a l'air d'exister sur le store donc on va eviter un process et pas la nommer
|
||||
// https://play.google.com/store/apps/details?id=com.facishare.fsplay&hl=en
|
||||
|
||||
The most notable case we found was an application that still exists on the Google Play Store with the same package name#footnote[SHA256: `C46A65EA1A797119CCC03C579B61C94FE8161308A3B6A8F55718D6ADAD112546`]. This application contains a self-shadow class `me.weishu.reflection.Reflection` that can be found in github, in the repository `tiann/FreeReflection`#footnote[https://github.com/tiann/FreeReflection]. This class is used to disable Android restrictions on hidden API.
|
||||
At first glance, we believed the shadowing to be done voluntarily for obfuscation purposes.
|
||||
The shadow class that would be seen by a reverser is given in @lst:cl-refl2: it contains some Java bytecode performing reflection and loading a native library named "free-reflection" (the associated `.so` is missing).
|
||||
The shadowed class that is really executed is summarized in @lst:cl-refl1.
|
||||
It contains a more obfuscated code: a `DEX` field storing base64 encoded DEX bytecode that is later used to load some new code.
|
||||
When looking at this new code stored in the field, we found that it does almost the same thing as the code in the shadow class.
|
||||
Thus, we believe that the developer has upgraded their obfuscation techniques, replacing a native library by inline base64 encoded bytecode.
|
||||
The shadow attack could be unintentional, but it strengthens the masking of the new implementation.
|
||||
|
||||
|
||||
As a conclusion, we observed that:
|
||||
- SDK shadowing is performed by #shadowsdk of applications but are unintentional: these classes are embedded for retro-compatibility purpose or because the developer added a library already present in Android;
|
||||
- Hidden shadowing rarely occurs and is mainly due to the usage of libraries that Android already contains;
|
||||
- Malware perform more self-shadowing than goodware applications, and we found a sample where self-shadowing would clearly mislead the reverser.
|
||||
|
13
5_class_loader/5_ttv.typ
Normal file
13
5_class_loader/5_ttv.typ
Normal file
|
@ -0,0 +1,13 @@
|
|||
== Threat to validity <sec:cl-ttv>
|
||||
|
||||
During the analysis of the ART internals, we made the hypothesis that its different operating modes are equivalent: we analyzed the loading process for classes stored as non-optimized `.dex` format, and not for the pre-compiled `.oat`.
|
||||
It is a reasonable hypothesis to suppose that the two implementations have been produced from the same algorithm using two compilation workflows.
|
||||
Similarly, we assumed that the platform classes stored in `boot.art` are the same as the ones in `BOOTCLASSPATH`.
|
||||
We confirm empirically our hypothesis on an Android Emulator, but we may have missed some edge cases.
|
||||
|
||||
The comparison of Smali code can lead to underestimated values, for example, if the compilation process performs minor modifications such as instruction reordering.
|
||||
The ratios reported in this study for the comparison of code are thus a lower bound and would be higher with a more precise comparison.
|
||||
In addition, platform classes are stored differently in older versions of Android and could not be easily retrieved.
|
||||
For this reason, we did not compared the classes found in applications to their versions older than SDK 32 to avoid producing unreliable statistics for those versions.
|
||||
|
||||
|
16
5_class_loader/6_conclusion.typ
Normal file
16
5_class_loader/6_conclusion.typ
Normal file
|
@ -0,0 +1,16 @@
|
|||
#import "X_var.typ": *
|
||||
|
||||
== Conclusion <sec:cl-conclusion>
|
||||
|
||||
This paper has presented three shadow attacks that allow malware developers to fool static analysis tools when reversing an Android application.
|
||||
By including multiple classes with the same name or by using the same name as a class of the #Asdk, the developer can mislead a reverser or impact the result of a flow analysis, such as the ones of Androguard or Flowdroid.
|
||||
|
||||
We explored if such shadow attacks are present in as dataset of #nbapk applications .
|
||||
We found that on average, #shadowsdk of applications are shadowing the SDK, mainly for retro-compatibility purposes and library embedding.
|
||||
More suspiciously, #shadowhidden of applications are shadowing a hidden class, which could lead to unexpected execution as these classes can appear/disappear with the evolution of Android internals.
|
||||
Investigations for applications that defined classes multiple times suggest that the compilation process or the inclusion of different versions of the same library is the main explanation.
|
||||
Finally, when investigating malware samples, we found a specific sample containing a shadow attack that would hide a part of the critical code from a reverser studying the application.
|
||||
|
||||
Future work concerns the correctness of bytecode analysis.
|
||||
For now, we rely on the Smali representation of the bytecode but the compilation process makes this comparison difficult.
|
||||
We intend to better parse the bytecode to summarize it and be able to have a more reliable comparison method.
|
43
5_class_loader/X_var.typ
Normal file
43
5_class_loader/X_var.typ
Normal file
|
@ -0,0 +1,43 @@
|
|||
#import "../lib.typ": num
|
||||
|
||||
#let Asdkc = [Android SDK classes]
|
||||
#let Asdk = [Android SDK]
|
||||
#let nbapk = num(49975)
|
||||
#let hidec = [hidden classes]
|
||||
#let hidecsingular = [hidden class]
|
||||
#let platc = [platform classes]
|
||||
#let dexfile = [`.dex` file]
|
||||
#let dexfiles = [`.dex` files]
|
||||
#let shadowsdk = [23.52%]
|
||||
#let shadowhidden = [3.11%]
|
||||
|
||||
#let ko = sym.times
|
||||
#let ok = sym.circle.filled
|
||||
#let warn = sym.circle.stroked.small
|
||||
|
||||
#let scan_50k = csv(
|
||||
"data/results_50k.csv",
|
||||
delimiter: ",",
|
||||
row-type: dictionary,
|
||||
)
|
||||
#let scan_only_shadow = csv(
|
||||
"data/results_only.csv",
|
||||
delimiter: ",",
|
||||
row-type: dictionary,
|
||||
)
|
||||
|
||||
#let redef_sdk_7minus = csv(
|
||||
"data/redef_sdk_7minus.csv",
|
||||
delimiter: ",",
|
||||
row-type: dictionary,
|
||||
)
|
||||
#let redef_sdk_8 = csv(
|
||||
"data/redef_sdk_8.csv",
|
||||
delimiter: ",",
|
||||
row-type: dictionary,
|
||||
)
|
||||
#let redef_sdk_16 = csv(
|
||||
"data/redef_sdk_16.csv",
|
||||
delimiter: ",",
|
||||
row-type: dictionary,
|
||||
)
|
11
5_class_loader/data/redef_sdk_16.csv
Normal file
11
5_class_loader/data/redef_sdk_16.csv
Normal file
|
@ -0,0 +1,11 @@
|
|||
class,occ,id,idper
|
||||
Landroid/annotation/SuppressLint;,2634,2594,98.48
|
||||
Landroid/annotation/TargetApi;,2634,2594,98.48
|
||||
Landroid/media/MediaCodec$CryptoException;,11,2,18.18
|
||||
Landroid/media/MediaCryptoException;,10,2,20.0
|
||||
Landroid/view/accessibility/AccessibilityNodeProvider;,9,0,0.0
|
||||
Landroid/view/ActionProvider$VisibilityListener;,8,1,12.5
|
||||
Landroid/app/Notification$BigTextStyle;,7,0,0.0
|
||||
Landroid/app/Notification$Style;,7,0,0.0
|
||||
Landroid/util/LongSparseArray;,7,0,0.0
|
||||
Landroid/media/MediaPlayer$TrackInfo;,7,0,0.0
|
|
11
5_class_loader/data/redef_sdk_7minus.csv
Normal file
11
5_class_loader/data/redef_sdk_7minus.csv
Normal file
|
@ -0,0 +1,11 @@
|
|||
class,occ,id,idper
|
||||
Lorg/apache/http/params/HttpParams;,1318,1292,98.03
|
||||
Lorg/apache/http/params/HttpConnectionParams;,1202,60,4.99
|
||||
Lorg/apache/http/conn/ConnectTimeoutException;,1200,420,35.0
|
||||
Lorg/apache/http/params/CoreConnectionPNames;,1190,1189,99.92
|
||||
Lorg/xmlpull/v1/XmlPullParser;,1111,584,52.57
|
||||
Lorg/apache/http/conn/scheme/SocketFactory;,1074,940,87.52
|
||||
Lorg/apache/http/conn/scheme/HostNameResolver;,1072,939,87.59
|
||||
Lorg/apache/http/conn/scheme/LayeredSocketFactory;,963,861,89.41
|
||||
Lorg/json/JSONException;,945,0,0.0
|
||||
Lorg/apache/http/conn/ssl/X509HostnameVerifier;,886,7,0.79
|
|
11
5_class_loader/data/redef_sdk_8.csv
Normal file
11
5_class_loader/data/redef_sdk_8.csv
Normal file
|
@ -0,0 +1,11 @@
|
|||
class,occ,id,idper
|
||||
Ljavax/xml/namespace/QName;,297,0,0.0
|
||||
Ljavax/xml/namespace/NamespaceContext;,226,222,98.23
|
||||
Landroid/net/http/SslError;,221,70,31.67
|
||||
Lorg/w3c/dom/UserDataHandler;,82,76,92.68
|
||||
Ljavax/xml/transform/TransformerConfigurationException;,73,51,69.86
|
||||
Ljavax/xml/transform/TransformerException;,73,0,0.0
|
||||
Lorg/w3c/dom/ls/LSException;,61,39,63.93
|
||||
Lorg/w3c/dom/TypeInfo;,54,48,88.89
|
||||
Lorg/w3c/dom/DOMConfiguration;,54,25,46.3
|
||||
Ljavax/xml/transform/TransformerFactoryConfigurationError;,52,0,0.0
|
|
5
5_class_loader/data/results_50k.csv
Normal file
5
5_class_loader/data/results_50k.csv
Normal file
|
@ -0,0 +1,5 @@
|
|||
method,nbapp,avgshadow,median,id,avgtargetsdk,avgminsdk,ratioapp,ratiomal
|
||||
Self,49975,2.1,0,74.8,32.1,21.7,100.0,0.53
|
||||
Sdk,49975,6.5,0,8.04,32.1,21.7,100.0,0.53
|
||||
Hidden,49975,0.5,0,17.42,32.1,21.7,100.0,0.53
|
||||
Total,49975,9.0,0,23.76,32.1,21.7,100.0,0.53
|
|
5
5_class_loader/data/results_only.csv
Normal file
5
5_class_loader/data/results_only.csv
Normal file
|
@ -0,0 +1,5 @@
|
|||
method,nbapp,avgshadow,median,id,avgtargetsdk,avgminsdk,ratioapp,ratiomal
|
||||
Self,234,438.1,18,74.8,31.4,22.4,0.47,5.98
|
||||
Sdk,11755,27.6,5,8.04,32.4,22.0,23.52,0.38
|
||||
Hidden,1556,16.1,1,17.42,32.1,22.2,3.11,0.71
|
||||
Total,12301,36.7,6,23.76,32.4,22.0,24.61,0.42
|
|
704
5_class_loader/figs/architecture_SDK-crop.svg
Normal file
704
5_class_loader/figs/architecture_SDK-crop.svg
Normal file
File diff suppressed because one or more lines are too long
After Width: | Height: | Size: 398 KiB |
506
5_class_loader/figs/call_graph_expected.svg
Normal file
506
5_class_loader/figs/call_graph_expected.svg
Normal file
|
@ -0,0 +1,506 @@
|
|||
<?xml version="1.0" encoding="UTF-8"?>
|
||||
<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="531pt" height="404pt" viewBox="0 0 531 404">
|
||||
<defs>
|
||||
<g>
|
||||
<g id="glyph-0-0">
|
||||
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<g fill="rgb(0%, 0%, 0%)" fill-opacity="1">
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<g fill="rgb(0%, 0%, 0%)" fill-opacity="1">
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<use xlink:href="#glyph-0-2" x="373.496436" y="279.050781"/>
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</g>
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<g fill="rgb(0%, 0%, 0%)" fill-opacity="1">
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<use xlink:href="#glyph-0-3" x="377.24615" y="279.050781"/>
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</g>
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<g fill="rgb(0%, 0%, 0%)" fill-opacity="1">
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<use xlink:href="#glyph-0-9" x="383.994267" y="279.050781"/>
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</g>
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<g fill="rgb(0%, 0%, 0%)" fill-opacity="1">
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<use xlink:href="#glyph-0-19" x="387.746333" y="279.050781"/>
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<g fill="rgb(0%, 0%, 0%)" fill-opacity="1">
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<use xlink:href="#glyph-0-1" x="394.49445" y="279.050781"/>
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<g fill="rgb(0%, 0%, 0%)" fill-opacity="1">
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<g fill="rgb(0%, 0%, 0%)" fill-opacity="1">
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<g fill="rgb(0%, 0%, 0%)" fill-opacity="1">
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<use xlink:href="#glyph-0-15" x="411.754728" y="279.050781"/>
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</g>
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<path fill="none" stroke-width="1" stroke-linecap="butt" stroke-linejoin="miter" stroke="rgb(0%, 0%, 0%)" stroke-opacity="1" stroke-miterlimit="10" d="M 402.0625 220.304688 C 399.71875 227.761719 396.914062 236.679688 394.289062 245.035156 "/>
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<g fill="rgb(0%, 0%, 0%)" fill-opacity="1">
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<g fill="rgb(0%, 0%, 0%)" fill-opacity="1">
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<use xlink:href="#glyph-0-15" x="328.125104" y="351.050781"/>
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<path fill="none" stroke-width="1" stroke-linecap="butt" stroke-linejoin="miter" stroke="rgb(0%, 0%, 0%)" stroke-opacity="1" stroke-miterlimit="10" d="M 276.613281 292.304688 C 282.191406 300.273438 288.929688 309.902344 295.113281 318.734375 "/>
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<path fill-rule="nonzero" fill="rgb(0%, 0%, 0%)" fill-opacity="1" stroke-width="1" stroke-linecap="butt" stroke-linejoin="miter" stroke="rgb(0%, 0%, 0%)" stroke-opacity="1" stroke-miterlimit="10" d="M 297.792969 316.457031 L 300.660156 326.65625 L 292.058594 320.46875 Z M 297.792969 316.457031 "/>
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<path fill="none" stroke-width="1" stroke-linecap="butt" stroke-linejoin="miter" stroke="rgb(0%, 0%, 0%)" stroke-opacity="1" stroke-miterlimit="10" d="M 367.703125 292.304688 C 359.222656 300.546875 348.910156 310.570312 339.570312 319.65625 "/>
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<path fill-rule="nonzero" fill="rgb(0%, 0%, 0%)" fill-opacity="1" stroke-width="1" stroke-linecap="butt" stroke-linejoin="miter" stroke="rgb(0%, 0%, 0%)" stroke-opacity="1" stroke-miterlimit="10" d="M 342.039062 322.136719 L 332.429688 326.597656 L 337.15625 317.117188 Z M 342.039062 322.136719 "/>
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</svg>
|
After Width: | Height: | Size: 56 KiB |
608
5_class_loader/figs/classloaders-crop.svg
Normal file
608
5_class_loader/figs/classloaders-crop.svg
Normal file
File diff suppressed because one or more lines are too long
After Width: | Height: | Size: 102 KiB |
1281
5_class_loader/figs/redef_sdk_relative_min_sdk.svg
Normal file
1281
5_class_loader/figs/redef_sdk_relative_min_sdk.svg
Normal file
File diff suppressed because it is too large
Load diff
After Width: | Height: | Size: 120 KiB |
11
5_class_loader/main.typ
Normal file
11
5_class_loader/main.typ
Normal file
|
@ -0,0 +1,11 @@
|
|||
#import "../lib.typ": todo
|
||||
|
||||
= Class loaders in the middle: confusing Android static analyzers
|
||||
|
||||
#include("0_intro.typ")
|
||||
#include("1_related_work.typ")
|
||||
#include("2_classloading.typ")
|
||||
#include("3_obfuscation.typ")
|
||||
#include("4_in_the_wild.typ")
|
||||
#include("5_ttv.typ")
|
||||
#include("6_conclusion.typ")
|
Loading…
Add table
Add a link
Reference in a new issue