The poison of dimensionality
Authors: Lê-Nguyên Hoang | Published: 2024-09-25
Pretraining Data Detection for Large Language Models: A Divergence-based Calibration Method
Authors: Weichao Zhang, Ruqing Zhang, Jiafeng Guo, Maarten de Rijke, Yixing Fan, Xueqi Cheng | Published: 2024-09-23 | Updated: 2025-04-01
Order of Magnitude Speedups for LLM Membership Inference
Authors: Rongting Zhang, Martin Bertran, Aaron Roth | Published: 2024-09-22 | Updated: 2024-09-24
PathSeeker: Exploring LLM Security Vulnerabilities with a Reinforcement Learning-Based Jailbreak Approach
Authors: Zhihao Lin, Wei Ma, Mingyi Zhou, Yanjie Zhao, Haoyu Wang, Yang Liu, Jun Wang, Li Li | Published: 2024-09-21 | Updated: 2024-10-03
Obliviate: Neutralizing Task-agnostic Backdoors within the Parameter-efficient Fine-tuning Paradigm
Authors: Jaehan Kim, Minkyoo Song, Seung Ho Na, Seungwon Shin | Published: 2024-09-21 | Updated: 2024-10-06
MalMixer: Few-Shot Malware Classification with Retrieval-Augmented Semi-Supervised Learning
Authors: Jiliang Li, Yifan Zhang, Yu Huang, Kevin Leach | Published: 2024-09-20 | Updated: 2025-04-15
Extracting Memorized Training Data via Decomposition
Authors: Ellen Su, Anu Vellore, Amy Chang, Raffaele Mura, Blaine Nelson, Paul Kassianik, Amin Karbasi | Published: 2024-09-18 | Updated: 2024-10-01
Artemis: Efficient Commit-and-Prove SNARKs for zkML
Authors: Hidde Lycklama, Alexander Viand, Nikolay Avramov, Nicolas Küchler, Anwar Hithnawi | Published: 2024-09-18
Hard-Label Cryptanalytic Extraction of Neural Network Models
Authors: Yi Chen, Xiaoyang Dong, Jian Guo, Yantian Shen, Anyu Wang, Xiaoyun Wang | Published: 2024-09-18
Advances in APPFL: A Comprehensive and Extensible Federated Learning Framework
Authors: Zilinghan Li, Shilan He, Ze Yang, Minseok Ryu, Kibaek Kim, Ravi Madduri | Published: 2024-09-17