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 PoisoningModel Extraction Attack教育手法 2026.02.04 2026.02.06 Literature Database
Semantic Consensus Decoding: Backdoor Defense for Verilog Code Generation Authors: Guang Yang, Xing Hu, Xiang Chen, Xin Xia | Published: 2026-02-04 Security of Code GenerationBackdoor DetectionModel Extraction Attack 2026.02.04 2026.02.06 Literature Database
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 データ毒性攻撃Prompt leakingModel Extraction Attack 2026.01.29 2026.01.31 Literature Database
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 Security AssuranceData-Driven Vulnerability AssessmentModel Extraction Attack 2026.01.20 2026.01.22 Literature Database
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 Prompt InjectionModel Extraction AttackAdversarial Attack Detection 2026.01.06 2026.01.08 Literature Database
Adversarial Contrastive Learning for LLM Quantization Attacks Authors: Dinghong Song, Zhiwei Xu, Hai Wan, Xibin Zhao, Pengfei Su, Dong Li | Published: 2026-01-06 Disabling Safety Mechanisms of LLMModel Extraction AttackQuantization and Privacy 2026.01.06 2026.01.08 Literature Database
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 Prompt leakingModel Extraction AttackAdversarial Attack Assessment 2025.12.23 2025.12.25 Literature Database
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 Prompt leakingModel Performance EvaluationModel Extraction Attack 2025.12.02 2025.12.04 Literature Database
PVMark: Enabling Public Verifiability for LLM Watermarking Schemes Authors: Haohua Duan, Liyao Xiang, Xin Zhang | Published: 2025-10-30 Model Extraction Attack公的検証可能性Watermarking Technology 2025.10.30 2025.11.01 Literature Database
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 Network Traffic AnalysisModel Extraction AttackDefense Method 2025.10.29 2025.10.31 Literature Database