Sigil: Server-Enforced Watermarking in U-Shaped Split Federated Learning via Gradient Injection
Authors: Zhengchunmin Dai, Jiaxiong Tang, Peng Sun, Honglong Chen, Liantao Wu | Published: 2025-11-18
Beyond Fixed and Dynamic Prompts: Embedded Jailbreak Templates for Advancing LLM Security
Authors: Hajun Kim, Hyunsik Na, Daeseon Choi | Published: 2025-11-18
Observational Auditing of Label Privacy
Authors: Iden Kalemaj, Luca Melis, Maxime Boucher, Ilya Mironov, Saeed Mahloujifar | Published: 2025-11-18
Dynamic Black-box Backdoor Attacks on IoT Sensory Data
Authors: Ajesh Koyatan Chathoth, Stephen Lee | Published: 2025-11-18
GRPO Privacy Is at Risk: A Membership Inference Attack Against Reinforcement Learning With Verifiable Rewards
Authors: Yule Liu, Heyi Zhang, Jinyi Zheng, Zhen Sun, Zifan Peng, Tianshuo Cong, Yilong Yang, Xinlei He, Zhuo Ma | Published: 2025-11-18
TZ-LLM: Protecting On-Device Large Language Models with Arm TrustZone
Authors: Xunjie Wang, Jiacheng Shi, Zihan Zhao, Yang Yu, Zhichao Hua, Jinyu Gu | Published: 2025-11-17
Robust Client-Server Watermarking for Split Federated Learning
Authors: Jiaxiong Tang, Zhengchunmin Dai, Liantao Wu, Peng Sun, Honglong Chen, Zhenfu Cao | Published: 2025-11-17
ForgeDAN: An Evolutionary Framework for Jailbreaking Aligned Large Language Models
Authors: Siyang Cheng, Gaotian Liu, Rui Mei, Yilin Wang, Kejia Zhang, Kaishuo Wei, Yuqi Yu, Weiping Wen, Xiaojie Wu, Junhua Liu | Published: 2025-11-17
Interpretable Ransomware Detection Using Hybrid Large Language Models: A Comparative Analysis of BERT, RoBERTa, and DeBERTa Through LIME and SHAP
Authors: Elodie Mutombo Ngoie, Mike Nkongolo Wa Nkongolo, Peace Azugo, Mahmut Tokmak | Published: 2025-11-17
Tight and Practical Privacy Auditing for Differentially Private In-Context Learning
Authors: Yuyang Xia, Ruixuan Liu, Li Xiong | Published: 2025-11-17