強化学習

Robust Q-Learning under Corrupted Rewards

Authors: Sreejeet Maity, Aritra Mitra | Published: 2024-09-05
アルゴリズム
収束保証
強化学習

Can Reinforcement Learning Unlock the Hidden Dangers in Aligned Large Language Models?

Authors: Mohammad Bahrami Karkevandi, Nishant Vishwamitra, Peyman Najafirad | Published: 2024-08-05
プロンプトインジェクション
強化学習
敵対的サンプル

RL-JACK: Reinforcement Learning-powered Black-box Jailbreaking Attack against LLMs

Authors: Xuan Chen, Yuzhou Nie, Lu Yan, Yunshu Mao, Wenbo Guo, Xiangyu Zhang | Published: 2024-06-13
LLMセキュリティ
プロンプトインジェクション
強化学習

CovRL: Fuzzing JavaScript Engines with Coverage-Guided Reinforcement Learning for LLM-based Mutation

Authors: Jueon Eom, Seyeon Jeong, Taekyoung Kwon | Published: 2024-02-19
ファジング
強化学習
評価手法

Sleeper Agents: Training Deceptive LLMs that Persist Through Safety Training

Authors: Evan Hubinger, Carson Denison, Jesse Mu, Mike Lambert, Meg Tong, Monte MacDiarmid, Tamera Lanham, Daniel M. Ziegler, Tim Maxwell, Newton Cheng, Adam Jermyn, Amanda Askell, Ansh Radhakrishnan, Cem Anil, David Duvenaud, Deep Ganguli, Fazl Barez, Jack Clark, Kamal Ndousse, Kshitij Sachan, Michael Sellitto, Mrinank Sharma, Nova DasSarma, Roger Grosse, Shauna Kravec, Yuntao Bai, Zachary Witten, Marina Favaro, Jan Brauner, Holden Karnofsky, Paul Christiano, Samuel R. Bowman, Logan Graham, Jared Kaplan, Sören Mindermann, Ryan Greenblatt, Buck Shlegeris, Nicholas Schiefer, Ethan Perez | Published: 2024-01-10 | Updated: 2024-01-17
バックドア攻撃
プロンプトインジェクション
強化学習

Reinforcement Unlearning

Authors: Dayong Ye, Tianqing Zhu, Congcong Zhu, Derui Wang, Kun Gao, Zewei Shi, Sheng Shen, Wanlei Zhou, Minhui Xue | Published: 2023-12-26 | Updated: 2024-09-09
ロバスト性
強化学習
環境の複雑性

The Power of MEME: Adversarial Malware Creation with Model-Based Reinforcement Learning

Authors: Maria Rigaki, Sebastian Garcia | Published: 2023-08-31
強化学習
悪意のあるデモ構築
敵対的攻撃

Robust Lipschitz Bandits to Adversarial Corruptions

Authors: Yue Kang, Cho-Jui Hsieh, Thomas C. M. Lee | Published: 2023-05-29 | Updated: 2023-10-08
強化学習
敵対的攻撃
機械学習手法

Attacks on Online Learners: a Teacher-Student Analysis

Authors: Riccardo Giuseppe Margiotta, Sebastian Goldt, Guido Sanguinetti | Published: 2023-05-18 | Updated: 2023-10-29
バックドア攻撃
強化学習
敵対的サンプル

ANALYSE — Learning to Attack Cyber-Physical Energy Systems With Intelligent Agents

Authors: Thomas Wolgast, Nils Wenninghoff, Stephan Balduin, Eric Veith, Bastian Fraune, Torben Woltjen, Astrid Nieße | Published: 2023-04-21
サイバー攻撃
強化学習
攻撃シナリオ分析