Kraken: Higher-order EM Side-Channel Attacks on DNNs in Near and Far Field
Authors: Peter Horvath, Ilia Shumailov, Lukasz Chmielewski, Lejla Batina, Yuval Yarom | Published: 2026-03-03
モデル抽出攻撃
RobPI: Robust Private Inference against Malicious Client
Authors: Jiaqi Xue, Mengxin Zheng, Qian Lou | Published: 2026-02-23
LLM-enabled Applications Require System-Level Threat Monitoring
Authors: Yedi Zhang, Haoyu Wang, Xianglin Yang, Jin Song Dong, Jun Sun | Published: 2026-02-23
SafePickle: Robust and Generic ML Detection of Malicious Pickle-based ML Models
Authors: Hillel Ohayon, Daniel Gilkarov, Ran Dubin | Published: 2026-02-23
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
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