Unraveling Attacks in Machine Learning-based IoT Ecosystems: A Survey and the Open Libraries Behind Them
Authors: Chao Liu, Boxi Chen, Wei Shao, Chris Zhang, Kelvin Wong, Yi Zhang | Published: 2024-01-22 | Updated: 2024-01-27
Backdoor Attack
BadChain: Backdoor Chain-of-Thought Prompting for Large Language Models
Authors: Zhen Xiang, Fengqing Jiang, Zidi Xiong, Bhaskar Ramasubramanian, Radha Poovendran, Bo Li | Published: 2024-01-20
Universal Vulnerabilities in Large Language Models: Backdoor Attacks for In-context Learning
Authors: Shuai Zhao, Meihuizi Jia, Luu Anh Tuan, Fengjun Pan, Jinming Wen | Published: 2024-01-11 | Updated: 2024-10-09
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
MalModel: Hiding Malicious Payload in Mobile Deep Learning Models with Black-box Backdoor Attack
Authors: Jiayi Hua, Kailong Wang, Meizhen Wang, Guangdong Bai, Xiapu Luo, Haoyu Wang | Published: 2024-01-05
FedBayes: A Zero-Trust Federated Learning Aggregation to Defend Against Adversarial Attacks
Authors: Marc Vucovich, Devin Quinn, Kevin Choi, Christopher Redino, Abdul Rahman, Edward Bowen | Published: 2023-12-04
Understanding Variation in Subpopulation Susceptibility to Poisoning Attacks
Authors: Evan Rose, Fnu Suya, David Evans | Published: 2023-11-20
TextGuard: Provable Defense against Backdoor Attacks on Text Classification
Authors: Hengzhi Pei, Jinyuan Jia, Wenbo Guo, Bo Li, Dawn Song | Published: 2023-11-19 | Updated: 2023-11-25
Stealthy and Persistent Unalignment on Large Language Models via Backdoor Injections
Authors: Yuanpu Cao, Bochuan Cao, Jinghui Chen | Published: 2023-11-15 | Updated: 2024-06-09
Label Poisoning is All You Need
Authors: Rishi D. Jha, Jonathan Hayase, Sewoong Oh | Published: 2023-10-29