On Trojan Signatures in Large Language Models of Code

On estimation of a probability density function and mode

Emanuel Parzen · 1962

Earlier work this paper cites.

Towards a big data curated benchmark of inter-project code clones

Jeffrey Svajlenko, Judith F. Islam, Iman Keivanloo, Chanchal K. Roy, and Mohammad Mamun Mia · 2014

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Non-parametric density estimation, 2017

Francesco Corona · 2017

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Spectral signatures in backdoor attacks

Brandon Tran, Jerry Li, and Aleksander Madry · 2018

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Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks

Yaqin Zhou, Shangqing Liu, Jingkai Siow, Xiaoning Du, and Yang Liu · 2019

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Trojan signatures in DNN weights

Original

Greg Fields, Mohammad Samragh, Mojan Javaheripi, Farinaz Koushanfar, and Tara Javidi · 2021

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You autocomplete me: Poisoning vulnerabilities in neural code completion

Roei Schuster, Congzheng Song, Eran Tromer, and Vitaly Shmatikov · 2021

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Mitigating backdoor attacks in LSTM-based text classification systems by backdoor keyword identification

Chuanshuai Chen and Jiazhu Dai · 2021

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ONION: A simple and effective defense against textual backdoor attacks

Fanchao Qi, Yangyi Chen, Mukai Li, Yuan Yao, Zhiyuan Liu, and Maosong Sun · 2021

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Backdoor learning: A survey

Yiming Li, Yong Jiang, Zhifeng Li, and Shu-Tao Xia · 2022

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Backdoors in neural models of source code

G. Ramakrishnan and A. Albarghouthi · 2022

Cited alongside, same era.

You see what i want you to see: Poisoning vulnerabilities in neural code search

Yao Wan, Shijie Zhang, Hongyu Zhang, Yulei Sui, Guandong Xu, Dezhong Yao, Hai Jin, and Lichao Sun · 2022

An era of chatgpt as a significant futuristic support tool: A study on features, abilities, and challenges

Abid Haleem, Mohd Javaid, and Ravi Pratap Singh · 2023

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Github copilot is now public, 2022

Ben Dickson · 2023

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Stealthy backdoor attack for code models, 2023

Zhou Yang, Bowen Xu, Jie M. Zhang, Hong Jin Kang, Jieke Shi, Junda He, and David Lo · 2023

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Backdooring neural code search

Weisong Sun, Yuchen Chen, Guanhong Tao, Chunrong Fang, Xiangyu Zhang, Quanjun Zhang, and Bin Luo · 2023

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Badcs: A backdoor attack framework for code search

Original

Shiyi Qi, Yuanhang Yang, Shuzhzeng Gao, Cuiyun Gao, and Zenglin Xu · 2023

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Trojai dataset

IARPA · 2024