MirrorShield: Towards Universal Defense Against Jailbreaks via Entropy-Guided Mirror Crafting
Authors: Rui Pu, Chaozhuo Li, Rui Ha, Litian Zhang, Lirong Qiu, Xi Zhang | Published: 2025-03-17 | Updated: 2025-05-20
Attack Method
Prompt Flow Integrity to Prevent Privilege Escalation in LLM Agents
Authors: Juhee Kim, Woohyuk Choi, Byoungyoung Lee | Published: 2025-03-17 | Updated: 2025-04-21
BLIA: Detect model memorization in binary classification model through passive Label Inference attack
Authors: Mohammad Wahiduzzaman Khan, Sheng Chen, Ilya Mironov, Leizhen Zhang, Rabib Noor | Published: 2025-03-17
Winning the MIDST Challenge: New Membership Inference Attacks on Diffusion Models for Tabular Data Synthesis
Authors: Xiaoyu Wu, Yifei Pang, Terrance Liu, Steven Wu | Published: 2025-03-15
Trust Under Siege: Label Spoofing Attacks against Machine Learning for Android Malware Detection
Authors: Tianwei Lan, Luca Demetrio, Farid Nait-Abdesselam, Yufei Han, Simone Aonzo | Published: 2025-03-14
Tempest: Autonomous Multi-Turn Jailbreaking of Large Language Models with Tree Search
Authors: Andy Zhou, Ron Arel | Published: 2025-03-13 | Updated: 2025-05-21
Mind the Gap: Detecting Black-box Adversarial Attacks in the Making through Query Update Analysis
Authors: Jeonghwan Park, Niall McLaughlin, Ihsen Alouani | Published: 2025-03-04 | Updated: 2025-03-16
Can Indirect Prompt Injection Attacks Be Detected and Removed?
Authors: Yulin Chen, Haoran Li, Yuan Sui, Yufei He, Yue Liu, Yangqiu Song, Bryan Hooi | Published: 2025-02-23
Safety at Scale: A Comprehensive Survey of Large Model Safety
Authors: Xingjun Ma, Yifeng Gao, Yixu Wang, Ruofan Wang, Xin Wang, Ye Sun, Yifan Ding, Hengyuan Xu, Yunhao Chen, Yunhan Zhao, Hanxun Huang, Yige Li, Jiaming Zhang, Xiang Zheng, Yang Bai, Zuxuan Wu, Xipeng Qiu, Jingfeng Zhang, Yiming Li, Xudong Han, Haonan Li, Jun Sun, Cong Wang, Jindong Gu, Baoyuan Wu, Siheng Chen, Tianwei Zhang, Yang Liu, Mingming Gong, Tongliang Liu, Shirui Pan, Cihang Xie, Tianyu Pang, Yinpeng Dong, Ruoxi Jia, Yang Zhang, Shiqing Ma, Xiangyu Zhang, Neil Gong, Chaowei Xiao, Sarah Erfani, Tim Baldwin, Bo Li, Masashi Sugiyama, Dacheng Tao, James Bailey, Yu-Gang Jiang | Published: 2025-02-02 | Updated: 2025-03-19
Jailbreaking Multimodal Large Language Models via Shuffle Inconsistency
Authors: Shiji Zhao, Ranjie Duan, Fengxiang Wang, Chi Chen, Caixin Kang, Jialing Tao, YueFeng Chen, Hui Xue, Xingxing Wei | Published: 2025-01-09