Protection against Source Inference Attacks in Federated Learning
Authors: Andreas Athanasiou, Kangsoo Jung, Catuscia Palamidessi | Published: 2026-03-02
Real Money, Fake Models: Deceptive Model Claims in Shadow APIs
Authors: Yage Zhang, Yukun Jiang, Zeyuan Chen, Michael Backes, Xinyue Shen, Yang Zhang | Published: 2026-03-02
Co-Evolutionary Multi-Modal Alignment via Structured Adversarial Evolution
Authors: Guoxin Shi, Haoyu Wang, Zaihui Yang, Yuxing Wang, Yongzhe Chang | Published: 2026-03-02
DualSentinel: A Lightweight Framework for Detecting Targeted Attacks in Black-box LLM via Dual Entropy Lull Pattern
Authors: Xiaoyi Pang, Xuanyi Hao, Pengyu Liu, Qi Luo, Song Guo, Zhibo Wang | Published: 2026-03-02
From Secure Agentic AI to Secure Agentic Web: Challenges, Threats, and Future Directions
Authors: Zhihang Deng, Jiaping Gui, Weinan Zhang | Published: 2026-03-02
Towards Privacy-Preserving LLM Inference via Collaborative Obfuscation (Technical Report)
Authors: Yu Lin, Qizhi Zhang, Wenqiang Ruan, Daode Zhang, Jue Hong, Ye Wu, Hanning Xia, Yunlong Mao, Sheng Zhong | Published: 2026-03-02
Inference-Time Safety For Code LLMs Via Retrieval-Augmented Revision
Authors: Manisha Mukherjee, Vincent J. Hellendoorn | Published: 2026-03-02
LLM Novice Uplift on Dual-Use, In Silico Biology Tasks
Authors: Chen Bo Calvin Zhang, Christina Q. Knight, Nicholas Kruus, Jason Hausenloy, Pedro Medeiros, Nathaniel Li, Aiden Kim, Yury Orlovskiy, Coleman Breen, Bryce Cai, Jasper Götting, Andrew Bo Liu, Samira Nedungadi, Paula Rodriguez, Yannis Yiming He, Mohamed Shaaban, Zifan Wang, Seth Donoughe, Julian Michael | Published: 2026-02-26
A Decision-Theoretic Formalisation of Steganography With Applications to LLM Monitoring
Authors: Usman Anwar, Julianna Piskorz, David D. Baek, David Africa, Jim Weatherall, Max Tegmark, Christian Schroeder de Witt, Mihaela van der Schaar, David Krueger | Published: 2026-02-26
Assessing Deanonymization Risks with Stylometry-Assisted LLM Agent
Authors: Boyang Zhang, Yang Zhang | Published: 2026-02-26