Privacy-Preserving Mechanisms Enable Cheap Verifiable Inference of LLMs
Authors: Arka Pal, Louai Zahran, William Gvozdjak, Akilesh Potti, Micah Goldblum | Published: 2026-02-19
Defense Method
Fail-Closed Alignment for Large Language Models
Authors: Zachary Coalson, Beth Sohler, Aiden Gabriel, Sanghyun Hong | Published: 2026-02-19
Sequential Membership Inference Attacks
Authors: Thomas Michel, Debabrota Basu, Emilie Kaufmann | Published: 2026-02-18
A Content-Based Framework for Cybersecurity Refusal Decisions in Large Language Models
Authors: Meirav Segal, Noa Linder, Omer Antverg, Gil Gekker, Tomer Fichman, Omri Bodenheimer, Edan Maor, Omer Nevo | Published: 2026-02-17
Context-Aware Hierarchical Learning: A Two-Step Paradigm towards Safer LLMs
Authors: Tengyun Ma, Jiaqi Yao, Daojing He, Shihao Peng, Yu Li, Shaohui Liu, Zhuotao Tian | Published: 2025-12-03
Model Inversion Attacks Meet Cryptographic Fuzzy Extractors
Authors: Mallika Prabhakar, Louise Xu, Prateek Saxena | Published: 2025-10-29
NetEcho: From Real-World Streaming Side-Channels to Full LLM Conversation Recovery
Authors: Zheng Zhang, Guanlong Wu, Sen Deng, Shuai Wang, Yinqian Zhang | Published: 2025-10-29
An In-Depth Analysis of Cyber Attacks in Secured Platforms
Authors: Parick Ozoh, John K Omoniyi, Bukola Ibitoye | Published: 2025-10-29
Rethinking Reasoning: A Survey on Reasoning-based Backdoors in LLMs
Authors: Man Hu, Xinyi Wu, Zuofeng Suo, Jinbo Feng, Linghui Meng, Yanhao Jia, Anh Tuan Luu, Shuai Zhao | Published: 2025-10-09
DDoS Attacks in Cloud Computing: Detection and Prevention
Authors: Zain Ahmad, Musab Ahmad, Bilal Ahmad | Published: 2025-08-19