Comparative Insights on Adversarial Machine Learning from Industry and Academia: A User-Study Approach
Authors: Vishruti Kakkad, Paul Chung, Hanan Hibshi, Maverick Woo | Published: 2026-02-04
モデル抽出攻撃
Semantic Consensus Decoding: Backdoor Defense for Verilog Code Generation
Authors: Guang Yang, Xing Hu, Xiang Chen, Xin Xia | Published: 2026-02-04
ICL-EVADER: Zero-Query Black-Box Evasion Attacks on In-Context Learning and Their Defenses
Authors: Ningyuan He, Ronghong Huang, Qianqian Tang, Hongyu Wang, Xianghang Mi, Shanqing Guo | Published: 2026-01-29
An Empirical Study on Remote Code Execution in Machine Learning Model Hosting Ecosystems
Authors: Mohammed Latif Siddiq, Tanzim Hossain Romel, Natalie Sekerak, Beatrice Casey, Joanna C. S. Santos | Published: 2026-01-20
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
Adversarial Contrastive Learning for LLM Quantization Attacks
Authors: Dinghong Song, Zhiwei Xu, Hai Wan, Xibin Zhao, Pengfei Su, Dong Li | Published: 2026-01-06
ChatGPT: Excellent Paper! Accept It. Editor: Imposter Found! Review Rejected
Authors: Kanchon Gharami, Sanjiv Kumar Sarkar, Yongxin Liu, Shafika Showkat Moni | Published: 2025-12-23
COGNITION: From Evaluation to Defense against Multimodal LLM CAPTCHA Solvers
Authors: Junyu Wang, Changjia Zhu, Yuanbo Zhou, Lingyao Li, Xu He, Junjie Xiong | Published: 2025-12-02
PVMark: Enabling Public Verifiability for LLM Watermarking Schemes
Authors: Haohua Duan, Liyao Xiang, Xin Zhang | Published: 2025-10-30
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