EIM-TRNG: Obfuscating Deep Neural Network Weights with Encoding-in-Memory True Random Number Generator via RowHammer

Authors: Ranyang Zhou, Abeer Matar A. Almalky, Gamana Aragonda, Sabbir Ahmed, Filip Roth Trønnes-Christensen, Adnan Siraj Rakin, Shaahin Angizi | Published: 2025-07-03

Empowering Manufacturers with Privacy-Preserving AI Tools: A Case Study in Privacy-Preserving Machine Learning to Solve Real-World Problems

Authors: Xiaoyu Ji, Jessica Shorland, Joshua Shank, Pascal Delpe-Brice, Latanya Sweeney, Jan Allebach, Ali Shakouri | Published: 2025-07-02

Tuning without Peeking: Provable Privacy and Generalization Bounds for LLM Post-Training

Authors: Ismail Labiad, Mathurin Videau, Matthieu Kowalski, Marc Schoenauer, Alessandro Leite, Julia Kempe, Olivier Teytaud | Published: 2025-07-02

Graph Representation-based Model Poisoning on Federated LLMs in CyberEdge Networks

Authors: Hanlin Cai, Haofan Dong, Houtianfu Wang, Kai Li, Ozgur B. Akan | Published: 2025-07-02

A Privacy-Preserving Indoor Localization System based on Hierarchical Federated Learning

Authors: Masood Jan, Wafa Njima, Xun Zhang | Published: 2025-07-02

SafePTR: Token-Level Jailbreak Defense in Multimodal LLMs via Prune-then-Restore Mechanism

Authors: Beitao Chen, Xinyu Lyu, Lianli Gao, Jingkuan Song, Heng Tao Shen | Published: 2025-07-02

ICLShield: Exploring and Mitigating In-Context Learning Backdoor Attacks

Authors: Zhiyao Ren, Siyuan Liang, Aishan Liu, Dacheng Tao | Published: 2025-07-02

AI Risk-Management Standards Profile for General-Purpose AI (GPAI) and Foundation Models

Authors: Anthony M. Barrett, Jessica Newman, Brandie Nonnecke, Nada Madkour, Dan Hendrycks, Evan R. Murphy, Krystal Jackson, Deepika Raman | Published: 2025-06-30

RawMal-TF: Raw Malware Dataset Labeled by Type and Family

Authors: David Bálik, Martin Jureček, Mark Stamp | Published: 2025-06-30

Breaking Out from the TESSERACT: Reassessing ML-based Malware Detection under Spatio-Temporal Drift

Authors: Theo Chow, Mario D'Onghia, Lorenz Linhardt, Zeliang Kan, Daniel Arp, Lorenzo Cavallaro, Fabio Pierazzi | Published: 2025-06-30