A novel application of Shapley values for large multidimensional time-series data: Applying explainable AI to a DNA profile classification neural network

Authors: Lauren Elborough, Duncan Taylor, Melissa Humphries | Published: 2024-09-26

Multi-Designated Detector Watermarking for Language Models

Authors: Zhengan Huang, Gongxian Zeng, Xin Mu, Yu Wang, Yue Yu | Published: 2024-09-26 | Updated: 2024-10-01

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