Subtract the Corruption: Training-Data-Free Corrective Machine Unlearning using Task Arithmetic
Authors: Mostafa Mozafari, Farooq Ahmad Wani, Maria Sofia Bucarelli, Fabrizio Silvestri | Published: 2025-11-24
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Dynamic Black-box Backdoor Attacks on IoT Sensory Data
Authors: Ajesh Koyatan Chathoth, Stephen Lee | Published: 2025-11-18
Robust Client-Server Watermarking for Split Federated Learning
Authors: Jiaxiong Tang, Zhengchunmin Dai, Liantao Wu, Peng Sun, Honglong Chen, Zhenfu Cao | Published: 2025-11-17
Enhancing All-to-X Backdoor Attacks with Optimized Target Class Mapping
Authors: Lei Wang, Yulong Tian, Hao Han, Fengyuan Xu | Published: 2025-11-17
The ‘Sure’ Trap: Multi-Scale Poisoning Analysis of Stealthy Compliance-Only Backdoors in Fine-Tuned Large Language Models
Authors: Yuting Tan, Yi Huang, Zhuo Li | Published: 2025-11-16
Toward Efficient Inference Attacks: Shadow Model Sharing via Mixture-of-Experts
Authors: Li Bai, Qingqing Ye, Xinwei Zhang, Sen Zhang, Zi Liang, Jianliang Xu, Haibo Hu | Published: 2025-10-15
Fairness-Constrained Optimization Attack in Federated Learning
Authors: Harsh Kasyap, Minghong Fang, Zhuqing Liu, Carsten Maple, Somanath Tripathy | Published: 2025-10-14
Cryptographic Backdoor for Neural Networks: Boon and Bane
Authors: Anh Tu Ngo, Anupam Chattopadhyay, Subhamoy Maitra | Published: 2025-09-25
EIM-TRNG: Obfuscating Deep Neural Network Weights with Encoding-in-Memory True Random Number Generator via RowHammer
Authors: Ranyang Zhou, Abeer Matar A. Almalky, Gamana Aragonda, Sabbir Ahmed, Filip Roth Trønnes-Christensen, Adnan Siraj Rakin, Shaahin Angizi | Published: 2025-07-03
ICLShield: Exploring and Mitigating In-Context Learning Backdoor Attacks
Authors: Zhiyao Ren, Siyuan Liang, Aishan Liu, Dacheng Tao | Published: 2025-07-02