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cs.LG2026
Learning Defensive Policies against Diverse Inference Attacks for Smart Meter Privacy
Ruichang Zhang, Mustafa A. Mustafa
Smart meter (SM) data provides fine-grained visibility into household energy consumption, but also exposes users to privacy risks. Inference attacks, known as non-intrusive load mo…
cs.LG2025
Defending the Edge: Representative-Attention Defense against Backdoor Attacks in Federated Learning
Chibueze Peace Obioma, Youcheng Sun, Mustafa A. Mustafa
Federated learning (FL) remains highly vulnerable to adaptive backdoor attacks that preserve stealth by closely imitating benign update statistics. Existing defenses predominantly…