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Large Language Models (LLMs) have demonstrated remarkable capabilities in various domains, but their vulnerability to trojan or backdoor attacks poses significant security risks.
John X. Morris, Eli Lifland, Jin Yong Yoo, Jake Grigsby, Di Jin, and Yanjun Qi · 2005
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Taylor Shin, Yasaman Razeghi, Robert L. Logan IV, Eric Wallace, and Sameer Singh · 2010
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Categorical Reparameterization with Gumbel-Softmax, August 2017
Eric Jang, Shixiang Gu, and Ben Poole · 2017
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HotFlip: White-Box Adversarial Examples for Text Classification, May 2018
Javid Ebrahimi, Anyi Rao, Daniel Lowd, and Dejing Dou · 2018
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Universal Adversarial Triggers for Attacking and Analyzing NLP
Eric Wallace, Shi Feng, Nikhil Kandpal, Matt Gardner, and Sameer Singh · 2019
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Gradient-based Adversarial Attacks against Text Transformers
Chuan Guo, Alexandre Sablayrolles, Hervé Jégou, and Douwe Kiela · 2021
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Adversarial GLUE: A Multi-Task Benchmark for Robustness Evaluation of Language Models, January 2022
Boxin Wang, Chejian Xu, Shuohang Wang, Zhe Gan, Yu Cheng, Jianfeng Gao, Ahmed Hassan Awadallah, and Bo Li · 2022
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Deep Ganguli, Liane Lovitt, Jackson Kernion, Amanda Askell, Yuntao Bai, Saurav Kadavath, Ben Mann, Ethan Perez, Nicholas Schiefer, Kamal Ndousse, Andy Jones, Sam Bowman, Anna Chen, Tom Conerly, Nova DasSarma, Dawn Drain, Nelson Elhage, Sheer El-Showk, Stanislav Fort, Zac Hatfield-Dodds, Tom Henighan, Danny Hernandez, Tristan Hume, Josh Jacobson, Scott Johnston, Shauna Kravec, Catherine Olsson, Sam Ringer, Eli Tran-Johnson, Dario Amodei, Tom Brown, Nicholas Joseph, Sam McCandlish, Chris Olah, Jared Kaplan, and Jack Clark · 2022
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Red Teaming Language Models with Language Models, February 2022
Ethan Perez, Saffron Huang, Francis Song, Trevor Cai, Roman Ring, John Aslanides, Amelia Glaese, Nat McAleese, and Geoffrey Irving · 2022
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Backdoors Against Natural Language Processing: A Review
Shaofeng Li, Tian Dong, Benjamin Zi Hao Zhao, Minhui Xue, Suguo Du, and Haojin Zhu · 2022
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ejones313/auditing-llms, March 2024
Erik Jones · 2022
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Planting Undetectable Backdoors in Machine Learning Models, April 2022
Shafi Goldwasser, Michael P. Kim, Vinod Vaikuntanathan, and Or Zamir · 2022
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The Trojan Detection Challenge 2023 (LLM Edition) - The Trojan Detection Challenge
2023
Cited alongside, same era.
Hard Prompts Made Easy: Gradient-Based Discrete Optimization for Prompt Tuning and Discovery
Yuxin Wen, Neel Jain, John Kirchenbauer, Micah Goldblum, Jonas Geiping, and T. Goldstein · 2023
Later among the works it cites.
Universal and Transferable Adversarial Attacks on Aligned Language Models, July 2023
Andy Zou, Zifan Wang, J. Zico Kolter, and Matt Fredrikson · 2023
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Automatically Auditing Large Language Models via Discrete Optimization
Erik Jones, A. Dragan, Aditi Raghunathan, and J. Steinhardt · 2023
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original-date: 2023-07-27T00:19:27Z
llm-attacks/llm-attacks, March 2024 · 2023
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Adventures in Trojan Detection, January 2024
Zygi · 2024
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Takeaways from the NeurIPS 2023 Trojan Detection Competition
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