Ramblr. Making Reassembly Great Again

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1 Ramblr Making Reassembly Great Again Ruoyu Fish Wang, Yan Shoshitaishvili, Antonio Bianchi, Aravind Machiry, John Grosen, Paul Grosen, Christopher Kruegel, Giovanni Vigna

2 Motivation

3

4 Available Solutions Pure Static Dynamic Static + Dynamic

5 What is Binary Reassembly?

6 Disassembl e.text mov [6000a0], eax jmp 0x40020d d mov [6000a4], 1.data 6000a0.long 0xc0deb4be 6000a4.long 0x0

7 Disassembl e.text mov [data_0], eax jmp target... target mov [data_1], 1.data data_0.long 0xc0deb4be data_1.long 0x0

8 Disassembl Patch & Assemble e.text mov [6000a0], eax jmp 40020d 40020d... CRASH! 40020d 40020f mov [6000a4], 1.data 6000a0.long cat\x00 0xc0deb4be 6000a4.long 0x0 6000a8 Non-relocatable Assembly

9 Disassembl Patch & Assemble e.text mov [data_0], eax jmp target... mov [data_1], CRASH! 1 target mov [data_1], 1.data data_0.data.long 0xc0deb4be data_1 new cat\x00.long 0x0 data_0.long 0xc0deb4be data_1.long 0x0 Relocatable Assembly

10 0x80486f0.text Code regions 0x804d000 0x804d200 0x804e000.rodata.data.bss Data regions

11 0x80486f0 0x804d000 0x804d200 0x804e000.text.rodata.data.bss.text: 80488e3: push ebp 80488e4: mov ebp, esp 80488e6: sub esp, 0x e9: mov DWORD PTR [ebp-0x10], 0x f0: mov DWORD PTR [ebp-0xc], 0x f7: mov DWORD PTR [ebp-0xc], 0x80540a fe: mov eax, 0xfb : mov WORD PTR [ebp-0x10], ax : mov eax, ds:0x805be c: test eax, eax e: jne 0x804895b : mov eax, ds:0x805be5c....data: 804d538: ec 0x8048eec 8e d53c: 05 0x8048f05 8f d540: 0x8048f1e 8f Uroboros USENIX Sec 15

12 Problems

13 False Positives False Negatives Thanks xkcd :-)

14 Problem: Value Collisions False Positives db 3d db ec db db 08 /* stored at 0x */ static float a = 4e-34; Byte Representation A Floating-point Variable a label_804ec3d Interpreted as a Pointer

15 Problem: Compiler Optimization False Negatives int ctrs[2] = {0}; int main() { int input = getchar(); switch (input 'A') { case 0: ctrs[input 'A']++; break;... } } A code snippet allows constant folding

16 Problem: Compiler Optimization False Negatives int ctrs[2] = {0}; int main() { int input = getchar(); switch (input 'A') { case 0: ctrs[input 'A']++; break;... } } ; Assuming ctrs is stored at 0x804a034 ; eax holds the input character ; ctrs[input 'A']++; add 0x8049f30[eax * 4], 1....bss 804a034: ctrs[0] 804a038: ctrs[1] 0x804a034 A * sizeof(int) = 0x8049f30 0x8049f30 does not belong to any section A code snippet allows constant folding Compiled in Clang with O1

17 Our Approach

18 Naïve Strategy False Positives False Negatives Heuristics

19 Ramblr Heuristics False Positives False Negatives Program Analysis

20 Pipeline CFG Recovery 0x804850b Pointer 0xa Integer 0xdc5 Integer String 0x80484a2 Pointer 0x804840b Pointer 0xa0000 Integer Content Classification push push cmp jne offset label_34 offset label_35 eax, ecx label_42.label_42: mov eax, 0x12fa9e5... Symbolization & Reassembly

21 Pipeline CFG Recovery 0x804850b Pointer 0xa Integer 0xdc5 Integer String 0x80484a2 Pointer 0x804840b Pointer 0xa0000 Integer Content Classification push push cmp jne offset label_34 offset label_35 eax, ecx label_42.label_42: mov eax, 0x12fa9e5... Symbolization & Reassembly

22 CFG Recovery 31 ed 5e 89 e1 83 e4 f x80486f0: xor ebp, ebp pop esi mov ecx, esp and esp, 0xfffffff0 push eax push esp push edx... Recursive Disassembly Iterative Refinement

23 Content Classification *((int*)0x ) ((value * 42) ^ 5) / 3 value * 42 5.text.rodata *ptr xor 3.data /.bss result A Typical Pointer A Typical Value

24 Content Classification Type Category Primitive types Strings Jump tables Arrays of primitive types Examples Pointers, shorts, DWORDs, QWORDs, Floating-point values, etc. Null-terminated ASCII strings, Nullterminated UTF-16 strings A list of jump targets An array of pointers, a sequence of integers Data Types that Ramblr Recognizes

25 Content Classification MOVe Scalar Double-precision floating-point value movsd movsd xmm0, ds:0x804d750 xmm1, ds:0x804d758 Two floating-points 804d750 Floating point integer 804d758 Floating point integer Recognizing Types during CFG Recovery

26 Content Classification chr = _getch(); switch (i) { case 1: a += 2; break; case 2: b += 4; break; case 3: c += 6; break; default: a = 0; break; } Slicing switch (i) { case 1:... case 2:... case 3:... default:... } Recognizing Types with Slicing & VSA

27 Content Classification if(i > 3) i = [0, 2] with a stride of 1 jmp table[i * 4] VSA A jump table of 3 entries table[0] Pointer, jump target table[1] Pointer, jump target table[2] Pointer, jump target Quit switch Recognizing Types with Slicing & VSA

28 Base Pointer Reattribution False Negatives int ctrs[2] = {0}; int main() { int input = getchar(); switch (input 'A') { case 0: ctrs[input 'A']++; break;... } } A code snippet allows constant folding ; Assuming ctrs is stored at 0x804a034 ; eax holds the input character ; ctrs[input 'A']++; add 0x8049f30[eax * 4], 1....bss 804a034: ctrs[0] 804a038: ctrs[1] 0x8049f30 does not belong to any section Compiled in Clang with O1

29 Base Pointer Reattribution False Negatives Belongs to.bss 0x8049f30 A * 4 add Constant un-folding 0x804a034 The Slicing Result ; Assuming ctrs is stored at 0x804a034 ; eax holds the input character ; ctrs[input 'A']++; add 0x8049f30[eax * 4], 1....bss 804a034: ctrs[0] 804a038: ctrs[1] 0x8049f30 does not belong to any section Compiled in Clang with O1

30 Safety Heuristics: Data Consumer Check DWORD PTR [0x ] DWORD PTR [0x8045f08] xor *(the_result) I GIVE UP Unusual Behaviors Triggering the Opt-out Rule

31 Symbolization & Reassembly 0x x x400a14 label_34 label_35 label_42 push push cmp jne offset label_34 offset label_35 eax, ecx label_42 0x data_3.label_42: mov eax, 0x12fa9e5... Symbolization Assembly Generation

32 Evaluation

33 Data sets Coreutils Binaries from CGC Programs Compiler CGC 5 Clang 4.4 Optimization levels O0/O1/O2/O3/Os/Ofast Architectures X86/AMD64 X86 Test cases Yes Yes Total binaries

34 Brief Results: Success Rate Coreu&ls O0 Coreu&ls O1 CGC O0 CGC O1 CGC O2 CGC O3 Uroboros Ramblr Ramblr Fast

35

36 Ramblr is the foundation of... Patching Vulnerabilities Obfuscating Control Flows Optimizing Binaries Hardening Binaries

37 Conclusion

38 Conclusion Identified challenges in reassembling Proposed a novel composition of static analysis techniques Developed a systematic approach to reassemble stripped binaries ü Ramblr is open-sourced ü Extra data-sets and usable tools will be released soon

39 Tools Ramblr IDA Plugin Patcherex Patching support in angr Management

40 Thanks xkcd :-)

41 Limitations The infeasibility of static content classification The lack of guarantee of our approaches The 80% versus 20% problem Backup slides

42 Brief Results: Success Rate (cont.) Emphasis We reproduced Uroboros results on Coreutils 8.15 compiled with GCC 4.6 on Ubuntu Changes in Coreutils > 8.15 makes it harder for Uroboros Optimizations in GCC 5 yields new challenges for Uroboros Backup slides

43 - Autonomous vulnerability discovery - Autonomous exploitation - Autonomous patching Backup slides

44 - Autonomous vulnerability discovery - Autonomous exploitation - Autonomous patching Requires a low memory overhead and an EXTREMELY low execution overhead Backup slides

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