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
Obscure but Effective: Classical Chinese Jailbreak Prompt Optimization via Bio-Inspired Search
Authors: Xun Huang, Simeng Qin, Xiaoshuang Jia, Ranjie Duan, Huanqian Yan, Zhitao Zeng, Fei Yang, Yang Liu, Xiaojun Jia | Published: 2026-02-26
AgentSentry: Mitigating Indirect Prompt Injection in LLM Agents via Temporal Causal Diagnostics and Context Purification
Authors: Tian Zhang, Yiwei Xu, Juan Wang, Keyan Guo, Xiaoyang Xu, Bowen Xiao, Quanlong Guan, Jinlin Fan, Jiawei Liu, Zhiquan Liu, Hongxin Hu | Published: 2026-02-26
IMMACULATE: A Practical LLM Auditing Framework via Verifiable Computation
Authors: Yanpei Guo, Wenjie Qu, Linyu Wu, Shengfang Zhai, Lionel Z. Wang, Ming Xu, Yue Liu, Binhang Yuan, Dawn Song, Jiaheng Zhang | Published: 2026-02-26
Layer-Targeted Multilingual Knowledge Erasure in Large Language Models
Authors: Taoran Li, Varun Chandrasekaran, Zhiyuan Yu | Published: 2026-02-26
APFuzz: Towards Automatic Greybox Protocol Fuzzing
Authors: Yu Wang, Yang Xiang, Chandra Thapa, Hajime Suzuki | Published: 2026-02-25