Make Them Spill the Beans! Coercive Knowledge Extraction from (Production) LLMs
Authors: Zhuo Zhang, Guangyu Shen, Guanhong Tao, Siyuan Cheng, Xiangyu Zhang | Published: 2023-12-08
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Forcing Generative Models to Degenerate Ones: The Power of Data Poisoning Attacks
Authors: Shuli Jiang, Swanand Ravindra Kadhe, Yi Zhou, Ling Cai, Nathalie Baracaldo | Published: 2023-12-07
DeceptPrompt: Exploiting LLM-driven Code Generation via Adversarial Natural Language Instructions
Authors: Fangzhou Wu, Xiaogeng Liu, Chaowei Xiao | Published: 2023-12-07 | Updated: 2023-12-12
Purple Llama CyberSecEval: A Secure Coding Benchmark for Language Models
Authors: Manish Bhatt, Sahana Chennabasappa, Cyrus Nikolaidis, Shengye Wan, Ivan Evtimov, Dominik Gabi, Daniel Song, Faizan Ahmad, Cornelius Aschermann, Lorenzo Fontana, Sasha Frolov, Ravi Prakash Giri, Dhaval Kapil, Yiannis Kozyrakis, David LeBlanc, James Milazzo, Aleksandar Straumann, Gabriel Synnaeve, Varun Vontimitta, Spencer Whitman, Joshua Saxe | Published: 2023-12-07
Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations
Authors: Hakan Inan, Kartikeya Upasani, Jianfeng Chi, Rashi Rungta, Krithika Iyer, Yuning Mao, Michael Tontchev, Qing Hu, Brian Fuller, Davide Testuggine, Madian Khabsa | Published: 2023-12-07
SoK: Unintended Interactions among Machine Learning Defenses and Risks
Authors: Vasisht Duddu, Sebastian Szyller, N. Asokan | Published: 2023-12-07 | Updated: 2024-04-04
Privacy-preserving quantum federated learning via gradient hiding
Authors: Changhao Li, Niraj Kumar, Zhixin Song, Shouvanik Chakrabarti, Marco Pistoia | Published: 2023-12-07
MediHunt: A Network Forensics Framework for Medical IoT Devices
Authors: Ayushi Mishra, Tej Kiran Boppana, Priyanka Bagade | Published: 2023-12-07
Defense against ML-based Power Side-channel Attacks on DNN Accelerators with Adversarial Attacks
Authors: Xiaobei Yan, Chip Hong Chang, Tianwei Zhang | Published: 2023-12-07
Understanding (Un)Intended Memorization in Text-to-Image Generative Models
Authors: Ali Naseh, Jaechul Roh, Amir Houmansadr | Published: 2023-12-06