diff --git a/slides.typ b/slides.typ
index 69e26a5..ff5a6b1 100644
--- a/slides.typ
+++ b/slides.typ
@@ -17,6 +17,8 @@
 )
 #codly-disable()
 
+#let analyse-apk = move(dx: -50pt, image("slides/imgs/apk-analysis.svg", width: 300pt))
+
 #set text(lang: "en")
 #set list(marker: none)
 #set par(leading: 0.2em)
@@ -148,6 +150,10 @@
 
   - *Dynamic Code Loading*
   - *Reflection*
+
+  /*
+  * Low effort yet efficiant, commonly found
+  */
   ]
 ]
 
@@ -263,6 +269,15 @@
   )
 ]
 
+#slide(
+  title: [Analysis Methods],
+  foreground: eye-3(x: 3%, y: 5%)
+)[
+  #set align(center+horizon)
+  #analyse-apk
+]
+#counter("logical-slide").update( n => n - 1 )
+
 #slide(
   foreground: ghost-5(x: 10%, y: 7%)
 )[
@@ -296,19 +311,42 @@
 ]
 
 #slide(
-  title: [Analysing Applications: Which Tools?],
+  title: [Which Tools?],
   foreground: eye-3(x: 3%, y: 5%)
 )[
   #set align(center+horizon)
-  #move(dx: -50pt, image("slides/imgs/apk-analysis.svg", width: 300pt))
+  #analyse-apk
+]
+
+#counter("logical-slide").update( n => n - 1 )
+#slide(
+  title: [Which Tools are Working?],
+  foreground: eye-3(x: 3%, y: 5%)
+)[
+  #set align(center+horizon)
+  #analyse-apk
 ]
 
 #slide(
   title: [Problem Statement 1],
 )[
+  #item-by-item[
+    - Which tool to use?
+    - Are they easy to install?
+    - Are they working?
+  ]
   #highlight-block(pb1-text)
 ]
 
+#slide(
+  title: [How does Class Loading works?],
+  foreground: eye-3(x: 3%, y: 5%)
+)[
+  #set align(center+horizon)
+  #analyse-apk
+]
+#counter("logical-slide").update( n => n - 1 )
+
 #slide(
   title: [Class Loading],
 )[
@@ -362,15 +400,17 @@
     - Doubious documentation
     - Not studied in the context of Android Static Analysis
   ]
-]
-
-#counter("logical-slide").update( n => n - 1 )
-#slide(
-  title: [Problem Statement 3],
-)[
   #highlight-block(pb2-text)
 ]
 
+#slide(
+  title: [Can we Deobfuscate?],
+  foreground: eye-3(x: 3%, y: 5%)
+)[
+  #set align(center+horizon)
+  #analyse-apk
+]
+#counter("logical-slide").update( n => n - 1 )
 #slide(
   title: [Deobuscation],
 )[
@@ -394,10 +434,16 @@
   )
 ]
 
-#counter("logical-slide").update( n => n - 1 )
+//#counter("logical-slide").update( n => n - 1 )
 #slide(
   title: [Problem Statement 3],
 )[
+  #item-by-item[
+    - Dynamic analysis is good against DCL and reflection
+    - Dynamic analysis is limited by code coverage
+    - Static analysis is not
+    - How to use existing tools without modifying them?
+  ]
   #highlight-block(pb3-text)
 ]
 
@@ -448,14 +494,14 @@
   title: [State of the Art],
 )[
   #set list(spacing: 0.5em)
-  Li #etal:
+  Li #etal (2017):
   #v(0pt)
   #item-by-item[
     - Systematic literature review for Android static analysis
     - Lists open-sourced tools
     - Does not test the tools
   ]
-  #uncover("4-")[Reaves #etal:]
+  #uncover("4-")[Reaves #etal (2016):]
   #v(0pt)
   #item-by-item(start: 4)[
     - Tests 7 Android analysis tools
@@ -517,10 +563,11 @@
     ghost-2(x: 97%, y: 10%)
 
     let x_0 = 112pt
-    let y_0 = -117pt
+    let y_0 = -116pt
     let w = 21pt
-    let h = 235pt
+    let h = 236pt
     let dx = 33.3
+    let h_legend = 60pt
 
     for i in range(20) {
       let color = if i in (2, 4, 6, 7, 8, 9, 14, 16, 18, 19) {
@@ -528,6 +575,24 @@
       } else { 
         white.transparentize(10%) 
       }
+      if i == 1 {
+        place(
+          bottom + left,
+          dx: x_0 + i*dx*1pt + w/2,
+          dy: y_0,
+          rect(
+            width: w/2, 
+            height: h_legend,
+            //stroke: red,
+            fill: color,
+          )
+        )
+      }
+      let (y_0, h) = if i in (0, 1) {
+        (y_0 - h_legend, h - h_legend)
+      } else {
+        (y_0, h)
+      }
       place(
         bottom + left,
         dx: x_0 + i*dx*1pt,
@@ -626,6 +691,7 @@
     - Newer applications are harder to analyse
     - Applications with more bytecode are harder to analyse
     - Applications targetting more recent versions of Android are harder to analyse
+    - Confirms and extends Reaves #etal
   ]
   #v(1fr)
   #align(center, text(fill: pirat-color.blue.darken(30%))[International Conference on Software and Systems Reuse (ICSR 2024)])
@@ -681,8 +747,8 @@
 )[
   #set list(spacing: 3em)
   #item-by-item[
-    - Previous contributions focus on Java runtime
-    - Android related contributions focus on Dynamic Code Loading
+    - Previous contributions focus on Java runtime (#eg Gong 1998)
+    - Android related contributions focus on Dynamic Code Loading (#eg Zhang #etal 2015)
   ]
 ]
 
diff --git a/slides/lib.typ b/slides/lib.typ
index add2e31..a1958ee 100644
--- a/slides/lib.typ
+++ b/slides/lib.typ
@@ -22,6 +22,7 @@ pirat-color.red,
 )
 
 #let etal = [_et al._]
+#let eg = [_e.g._]
 
 #let highlight-block(body) = {
   set text(fill: white)