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Large language models (such as OpenAI's Codex) have demonstrated impressive zero-shot multi-task capabilities in the software domain, including code explanation.
Reverse engineering and design recovery: a taxonomy
E.J. Chikofsky and J.H. Cross · 1990
Earlier work this paper cites.
On the Use of Automated Text Summarization Techniques for Summarizing Source Code
Sonia Haiduc, Jairo Aponte, Laura Moreno, and Andrian Marcus · 2010
Earlier work this paper cites.
SoK: (state of) the art of war: Offensive techniques in binary analysis
Yan Shoshitaishvili, Ruoyu Wang, Christopher Salls, Nick Stephens, Mario Polino, Audrey Dutcher, John Grosen, Siji Feng, Christophe Hauser, Christopher Kruegel, and Giovanni Vigna · 2016
Earlier work this paper cites.
Neural Nets Can Learn Function Type Signatures From Binaries
Zheng Leong Chua, Shiqi Shen, Prateek Saxena, and Zhenkai Liang · 2017
Earlier work this paper cites.
A technique for bytecode decompilation of PLC program
Xuefeng Lv, Yaobin Xie, Xiaodong Zhu, and Lu Ren · 2017
Earlier work this paper cites.
Firmalice - automatic detection of authentication bypass vulnerabilities in binary firmware
Yan Shoshitaishvili, Ruoyu Wang, Christophe Hauser, Christopher Kruegel, and Giovanni Vigna · 2017
Earlier work this paper cites.
Coda: An End-to-End Neural Program Decompiler
Cheng Fu, Huili Chen, Haolan Liu, Xinyun Chen, Yuandong Tian, Farinaz Koushanfar, and Jishen Zhao · 2019
Earlier work this paper cites.
ICSREF: A Framework for Automated Reverse Engineering of Industrial Control Systems Binaries
Anastasis Keliris and Michail Maniatakos · 2019
Earlier work this paper cites.
Recommendations for Datasets for Source Code Summarization
Alexander LeClair and Collin McMillan · 2019
Earlier work this paper cites.
The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation
Davide Chicco and Giuseppe Jurman · 2020
Cited alongside, same era.
Neural reverse engineering of stripped binaries using augmented control flow graphs
Yaniv David, Uri Alon, and Eran Yahav · 2020
Cited alongside, same era.
Improved Automatic Summarization of Subroutines via Attention to File Context
Sakib Haque, Alexander LeClair, Lingfei Wu, and Collin McMillan · 2020
Cited alongside, same era.
Is there a correlation between code comments and issues? an exploratory study
Vishal Misra, Jakku Sai Krupa Reddy, and Sridhar Chimalakonda · 2020
Cited alongside, same era.
Probabilistic Naming of Functions in Stripped Binaries
James Patrick-Evans, Lorenzo Cavallaro, and Johannes Kinder · 2020
Cited alongside, same era.
Jurassic-1: Technical Details and Evaluation
Opher Lieber, Or Sharir, Barak Lentz, and Yoav Shoham · 2021
Later among the works it cites.
Studying the Usage of Text-To-Text Transfer Transformer to Support Code-Related Tasks
Antonio Mastropaolo, Simone Scalabrino, Nathan Cooper, David Nader Palacio, Denys Poshyvanyk, Rocco Oliveto, and Gabriele Bavota · 2021
Later among the works it cites.
OpenAI Codex, August 2021
OpenAI · 2021
Later among the works it cites.
Can OpenAI Codex and Other Large Language Models Help Us Fix Security Bugs?
Hammond Pearce, Benjamin Tan, Baleegh Ahmad, Ramesh Karri, and Brendan Dolan-Gavitt · 2021
Later among the works it cites.
XDA: Accurate, Robust Disassembly with Transfer Learning
Kexin Pei, Jonas Guan, David Williams-King, Junfeng Yang, and Suman Jana · 2021
Later among the works it cites.
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Syed Ali Qasim, Jared M. Smith, and Irfan Ahmed · 2020
Cited alongside, same era.
vxunderground/MalwareSourceCode: Collection of malware source code for a variety of platforms in an array of different programming languages., January 2022
vxunderground · 2020
Cited alongside, same era.
Evaluating Large Language Models Trained on Code
Mark Chen, Jerry Tworek, Heewoo Jun, Qiming Yuan, Henrique Ponde de Oliveira Pinto, Jared Kaplan, Harri Edwards, Yuri Burda, Nicholas Joseph, Greg Brockman, Alex Ray, Raul Puri, Gretchen Krueger, Michael Petrov, Heidy Khlaaf, Girish Sastry, Pamela Mishkin, Brooke Chan, Scott Gray, Nick Ryder, Mikhail Pavlov, Alethea Power, Lukasz Kaiser, Mohammad Bavarian, Clemens Winter, Philippe Tillet, Felipe Petroski Such, Dave Cummings, Matthias Plappert, Fotios Chantzis, Elizabeth Barnes, Ariel Herbert-Voss, William Hebgen Guss, Alex Nichol, Alex Paino, Nikolas Tezak, Jie Tang, Igor Babuschkin, Suchir Balaji, Shantanu Jain, William Saunders, Christopher Hesse, Andrew N. Carr, Jan Leike, Josh Achiam, Vedant Misra, Evan Morikawa, Alec Radford, Matthew Knight, Miles Brundage, Mira Murati, Katie Mayer, Peter Welinder, Bob McGrew, Dario Amodei, Sam McCandlish, Ilya Sutskever, and Wojciech Zaremba · 2021
Cited alongside, same era.
Discover Use Cases for AI21 Studio and Jurassic-1
AI21
Cited in the paper.
GitHub Copilot · Your AI pair programmer
GitHub
Cited in the paper.
Examples - OpenAI API
OpenAI
Cited in the paper.
Dimitrios Tychalas, Hadjer Benkraouda, and Michail Maniatakos · 2021
Later among the works it cites.
A Survey of Binary Code Fingerprinting Approaches: Taxonomy, Methodologies, and Features
Saed Alrabaee, Mourad Debbabi, and Lingyu Wang · 2022
Closest in time.
Text and Code Embeddings by Contrastive Pre-Training
Arvind Neelakantan, Tao Xu, Raul Puri, Alec Radford, Jesse Michael Han, Jerry Tworek, Qiming Yuan, Nikolas Tezak, Jong Wook Kim, Chris Hallacy, Johannes Heidecke, Pranav Shyam, Boris Power, Tyna Eloundou Nekoul, Girish Sastry, Gretchen Krueger, David Schnurr, Felipe Petroski Such, Kenny Hsu, Madeleine Thompson, Tabarak Khan, Toki Sherbakov, Joanne Jang, Peter Welinder, and Lilian Weng · 2022
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