TrojanPuzzle: Covertly Poisoning Code-Suggestion Models

6 January 2023

Papers citing "TrojanPuzzle: Covertly Poisoning Code-Suggestion Models"

25 / 25 papers shown

Title
VeriLeaky: Navigating IP Protection vs Utility in Fine-Tuning for LLM-Driven Verilog Coding Zeng Wang Minghao Shao M. Nabeel P. Roy Likhitha Mankali Jitendra Bhandari Ramesh Karri Ozgur Sinanoglu Muhammad Shafique J. Knechtel 70 0 0 17 Mar 2025
Poisoned Source Code Detection in Code Models Ehab Ghannoum Mohammad Ghafari AAML 65 0 0 19 Feb 2025
RTL-Breaker: Assessing the Security of LLMs against Backdoor Attacks on HDL Code Generation Lakshmi Likhitha Mankali Jitendra Bhandari Manaar Alam Ramesh Karri Michail Maniatakos Ozgur Sinanoglu J. Knechtel 64 2 0 26 Nov 2024
A Survey on Adversarial Machine Learning for Code Data: Realistic Threats, Countermeasures, and Interpretations Yulong Yang Haoran Fan Chenhao Lin Qian Li Zhengyu Zhao Chao Shen Xiaohong Guan AAML 48 0 0 12 Nov 2024
Code Vulnerability Repair with Large Language Model using Context-Aware Prompt Tuning Arshiya Khan Guannan Liu Xing Gao KELM 36 1 0 27 Sep 2024
CLIBE: Detecting Dynamic Backdoors in Transformer-based NLP Models Rui Zeng Xi Chen Yuwen Pu Xuhong Zhang Tianyu Du Shouling Ji 41 2 0 02 Sep 2024
Practical Attacks against Black-box Code Completion Engines Slobodan Jenko Jingxuan He Niels Mündler Mark Vero Martin Vechev ELM AAML SILM 32 3 0 05 Aug 2024
A Performance Study of LLM-Generated Code on Leetcode Tristan Coignion Clément Quinton Romain Rouvoy 48 26 0 31 Jul 2024
CleanGen: Mitigating Backdoor Attacks for Generation Tasks in Large Language Models Yuetai Li Zhangchen Xu Fengqing Jiang Luyao Niu D. Sahabandu Bhaskar Ramasubramanian Radha Poovendran SILM AAML 62 7 0 18 Jun 2024
An LLM-Assisted Easy-to-Trigger Backdoor Attack on Code Completion Models: Injecting Disguised Vulnerabilities against Strong Detection Shenao Yan Shen Wang Yue Duan Hanbin Hong Kiho Lee Doowon Kim Yuan Hong AAML SILM 43 17 0 10 Jun 2024
Exploring Vulnerabilities and Protections in Large Language Models: A Survey Frank Weizhen Liu Chenhui Hu AAML 37 7 0 01 Jun 2024
Trojans in Large Language Models of Code: A Critical Review through a Trigger-Based Taxonomy Aftab Hussain Md Rafiqul Islam Rabin Toufique Ahmed Bowen Xu Prem Devanbu Mohammad Amin Alipour 166 1 0 05 May 2024
Security and Privacy Challenges of Large Language Models: A Survey B. Das M. H. Amini Yanzhao Wu PILM ELM 19 107 0 30 Jan 2024
Poisoned ChatGPT Finds Work for Idle Hands: Exploring Developers' Coding Practices with Insecure Suggestions from Poisoned AI Models Sanghak Oh Kiho Lee Seonhye Park Doowon Kim Hyoungshick Kim SILM 26 16 0 11 Dec 2023
DeceptPrompt: Exploiting LLM-driven Code Generation via Adversarial Natural Language Instructions Fangzhou Wu Xiaogeng Liu Chaowei Xiao AAML SILM 29 26 0 07 Dec 2023
A Survey on Large Language Model (LLM) Security and Privacy: The Good, the Bad, and the Ugly Yifan Yao Jinhao Duan Kaidi Xu Yuanfang Cai Eric Sun Yue Zhang PILM ELM 44 475 0 04 Dec 2023
Privacy in Large Language Models: Attacks, Defenses and Future Directions Haoran Li Yulin Chen Jinglong Luo Yan Kang Xiaojin Zhang Qi Hu Chunkit Chan Yangqiu Song PILM 48 42 0 16 Oct 2023
Vulnerabilities in AI Code Generators: Exploring Targeted Data Poisoning Attacks Domenico Cotroneo Cristina Improta Pietro Liguori R. Natella SILM 33 22 0 04 Aug 2023
StudentEval: A Benchmark of Student-Written Prompts for Large Language Models of Code Hannah McLean Babe S. Nguyen Yangtian Zi Arjun Guha Molly Q. Feldman Carolyn Jane Anderson ALM LRM 44 35 0 07 Jun 2023
A Survey of Safety and Trustworthiness of Large Language Models through the Lens of Verification and Validation Xiaowei Huang Wenjie Ruan Wei Huang Gao Jin Yizhen Dong ... Sihao Wu Peipei Xu Dengyu Wu André Freitas Mustafa A. Mustafa ALM 45 83 0 19 May 2023
Learning Performance-Improving Code Edits Alex Shypula Aman Madaan Yiming Yang Uri Alon Jacob R. Gardner Milad Hashemi Graham Neubig Parthasarathy Ranganathan Osbert Bastani Amir Yazdanbakhsh SyDa 30 81 0 15 Feb 2023
CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation Shuai Lu Daya Guo Shuo Ren Junjie Huang Alexey Svyatkovskiy ... Nan Duan Neel Sundaresan Shao Kun Deng Shengyu Fu Shujie Liu ELM 201 1,109 0 09 Feb 2021
The Pile: An 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding Travis Hoppe ... Horace He Anish Thite Noa Nabeshima Shawn Presser Connor Leahy AIMat 282 1,996 0 31 Dec 2020
Extracting Training Data from Large Language Models Nicholas Carlini Florian Tramèr Eric Wallace Matthew Jagielski Ariel Herbert-Voss ... Tom B. Brown D. Song Ulfar Erlingsson Alina Oprea Colin Raffel MLAU SILM 290 1,824 0 14 Dec 2020
Pre-trained Models for Natural Language Processing: A Survey Xipeng Qiu Tianxiang Sun Yige Xu Yunfan Shao Ning Dai Xuanjing Huang LM&MA VLM 243 1,452 0 18 Mar 2020