Differentially Private Retrieval-Augmented Generation
Authors: Tingting Tang, James Flemings, Yongqin Wang, Murali Annavaram | Published: 2026-02-16
Unknown Attack Detection in IoT Networks using Large Language Models: A Robust, Data-efficient Approach
Authors: Shan Ali, Feifei Niu, Paria Shirani, Lionel C. Briand | Published: 2026-02-12
BlackCATT: Black-box Collusion Aware Traitor Tracing in Federated Learning
Authors: Elena Rodríguez-Lois, Fabio Brau, Maura Pintor, Battista Biggio, Fernando Pérez-González | Published: 2026-02-12
DeepSight: An All-in-One LM Safety Toolkit
Authors: Bo Zhang, Jiaxuan Guo, Lijun Li, Dongrui Liu, Sujin Chen, Guanxu Chen, Zhijie Zheng, Qihao Lin, Lewen Yan, Chen Qian, Yijin Zhou, Yuyao Wu, Shaoxiong Guo, Tianyi Du, Jingyi Yang, Xuhao Hu, Ziqi Miao, Xiaoya Lu, Jing Shao, Xia Hu | Published: 2026-02-12
PAC to the Future: Zero-Knowledge Proofs of PAC Private Systems
Authors: Guilhem Repetto, Nojan Sheybani, Gabrielle De Micheli, Farinaz Koushanfar | Published: 2026-02-12
More Haste, Less Speed: Weaker Single-Layer Watermark Improves Distortion-Free Watermark Ensembles
Authors: Ruibo Chen, Yihan Wu, Xuehao Cui, Jingqi Zhang, Heng Huang | Published: 2026-02-12
LoRA-based Parameter-Efficient LLMs for Continuous Learning in Edge-based Malware Detection
Authors: Christian Rondanini, Barbara Carminati, Elena Ferrari, Niccolò Lardo, Ashish Kundu | Published: 2026-02-12
Stop Tracking Me! Proactive Defense Against Attribute Inference Attack in LLMs
Authors: Dong Yan, Jian Liang, Ran He, Tieniu Tan | Published: 2026-02-12
Differentially Private and Communication Efficient Large Language Model Split Inference via Stochastic Quantization and Soft Prompt
Authors: Yujie Gu, Richeng Jin, Xiaoyu Ji, Yier Jin, Wenyuan Xu | Published: 2026-02-12
Jailbreaking Leaves a Trace: Understanding and Detecting Jailbreak Attacks from Internal Representations of Large Language Models
Authors: Sri Durga Sai Sowmya Kadali, Evangelos E. Papalexakis | Published: 2026-02-12