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cs.CR2026
AutoMIA: Improved Baselines for Membership Inference Attack via Agentic Self-Exploration
Ruhao Liu, Weiqi Huang, Qi Li +1
Membership Inference Attacks (MIAs) serve as a fundamental auditing tool for evaluating training data leakage in machine learning models. However, existing methodologies predominan…
cs.CR2026
Self-Purification Mitigates Backdoors in Multimodal Diffusion Language Models
Guangnian Wan, Qi Li, Gongfan Fang +2
Multimodal Diffusion Language Models (MDLMs) have recently emerged as a competitive alternative to their autoregressive counterparts. Yet their vulnerability to backdoor attacks re…