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
防御手法
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
Secure Tug-of-War (SecTOW): Iterative Defense-Attack Training with Reinforcement Learning for Multimodal Model Security
Authors: Muzhi Dai, Shixuan Liu, Zhiyuan Zhao, Junyu Gao, Hao Sun, Xuelong Li | Published: 2025-07-29
Thought Purity: Defense Paradigm For Chain-of-Thought Attack
Authors: Zihao Xue, Zhen Bi, Long Ma, Zhenlin Hu, Yan Wang, Zhenfang Liu, Qing Sheng, Jie Xiao, Jungang Lou | Published: 2025-07-16
Defending Against Prompt Injection With a Few DefensiveTokens
Authors: Sizhe Chen, Yizhu Wang, Nicholas Carlini, Chawin Sitawarin, David Wagner | Published: 2025-07-10
May I have your Attention? Breaking Fine-Tuning based Prompt Injection Defenses using Architecture-Aware Attacks
Authors: Nishit V. Pandya, Andrey Labunets, Sicun Gao, Earlence Fernandes | Published: 2025-07-10