StateFormer: fine-grained type recovery from binaries using generative state modeling

Author:

Pei Kexin1,Guan Jonas2,Broughton Matthew1,Chen Zhongtian1,Yao Songchen1,Williams-King David1,Ummadisetty Vikas3,Yang Junfeng1,Ray Baishakhi1,Jana Suman1

Affiliation:

1. Columbia University, USA

2. University of Toronto, Canada

3. Dublin High School, Ireland

Funder

ONR

DiDi Faculty research award

J.P. Morgan Faculty research award

Google Faculty Fellowship

NSF (National Science Foundation)

Amazon Web Services grant

Capital One research grant

ARL Young Investigator (YIP) award

Google Cloud grant

NSF CAREER award

Publisher

ACM

Reference104 articles.

1. National Security Agency. 2019. Ghidra Disassembler. https://ghidra-sre.org/. National Security Agency. 2019. Ghidra Disassembler. https://ghidra-sre.org/.

2. Suggesting accurate method and class names

3. Miltiadis Allamanis Earl T Barr Premkumar Devanbu and Charles Sutton. 2018. A survey of machine learning for big code and naturalness. Comput. Surveys ( 2018 ). Miltiadis Allamanis Earl T Barr Premkumar Devanbu and Charles Sutton. 2018. A survey of machine learning for big code and naturalness. Comput. Surveys ( 2018 ).

4. BinRec

5. Jong-hoon An Avik Chaudhuri Jefrey S Foster and Michael Hicks. 2011. Dynamic inference of static types for Ruby. ACM SIGPLAN Notices ( 2011 ). Jong-hoon An Avik Chaudhuri Jefrey S Foster and Michael Hicks. 2011. Dynamic inference of static types for Ruby. ACM SIGPLAN Notices ( 2011 ).

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