HoneyTrap: Deceiving Large Language Model Attackers to Honeypot Traps with Resilient Multi-Agent Defense
Authors: Siyuan Li, Xi Lin, Jun Wu, Zehao Liu, Haoyu Li, Tianjie Ju, Xiang Chen, Jianhua Li | Published: 2026-01-07
Adversarial Attack Detection
Jailbreaking LLMs & VLMs: Mechanisms, Evaluation, and Unified Defense
Authors: Zejian Chen, Chaozhuo Li, Chao Li, Xi Zhang, Litian Zhang, Yiming He | Published: 2026-01-07
JPU: Bridging Jailbreak Defense and Unlearning via On-Policy Path Rectification
Authors: Xi Wang, Songlei Jian, Shasha Li, Xiaopeng Li, Zhaoye Li, Bin Ji, Baosheng Wang, Jie Yu | Published: 2026-01-06
Casting a SPELL: Sentence Pairing Exploration for LLM Limitation-breaking
Authors: Yifan Huang, Xiaojun Jia, Wenbo Guo, Yuqiang Sun, Yihao Huang, Chong Wang, Yang Liu | Published: 2025-12-24
Unsourced Adversarial CAPTCHA: A Bi-Phase Adversarial CAPTCHA Framework
Authors: Xia Du, Xiaoyuan Liu, Jizhe Zhou, Zheng Lin, Chi-man Pun, Zhe Chen, Wei Ni, Jun Luo | Published: 2025-06-12
Let the Noise Speak: Harnessing Noise for a Unified Defense Against Adversarial and Backdoor Attacks
Authors: Md Hasan Shahriar, Ning Wang, Naren Ramakrishnan, Y. Thomas Hou, Wenjing Lou | Published: 2024-06-18 | Updated: 2025-04-14
Detecting Adversarial Spectrum Attacks via Distance to Decision Boundary Statistics
Authors: Wenwei Zhao, Xiaowen Li, Shangqing Zhao, Jie Xu, Yao Liu, Zhuo Lu | Published: 2024-02-14
Agent Smith: A Single Image Can Jailbreak One Million Multimodal LLM Agents Exponentially Fast
Authors: Xiangming Gu, Xiaosen Zheng, Tianyu Pang, Chao Du, Qian Liu, Ye Wang, Jing Jiang, Min Lin | Published: 2024-02-13 | Updated: 2024-06-03
System-level Analysis of Adversarial Attacks and Defenses on Intelligence in O-RAN based Cellular Networks
Authors: Azuka Chiejina, Brian Kim, Kaushik Chowhdury, Vijay K. Shah | Published: 2024-02-10 | Updated: 2024-02-13
Comparing Spectral Bias and Robustness For Two-Layer Neural Networks: SGD vs Adaptive Random Fourier Features
Authors: Aku Kammonen, Lisi Liang, Anamika Pandey, Raúl Tempone | Published: 2024-02-01