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
PBa-LLM: Privacy- and Bias-aware NLP using Named-Entity Recognition (NER)
Authors: Gonzalo Mancera, Aythami Morales, Julian Fierrez, Ruben Tolosana, Alejandro Penna, Miguel Lopez-Duran, Francisco Jurado, Alvaro Ortigosa | Published: 2025-06-30 | Updated: 2025-07-09
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
SoK: Semantic Privacy in Large Language Models
Authors: Baihe Ma, Yanna Jiang, Xu Wang, Guangshen Yu, Qin Wang, Caijun Sun, Chen Li, Xuelei Qi, Ying He, Wei Ni, Ren Ping Liu | Published: 2025-06-30