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cs.LG2025
Stability and Generalization of Adversarial Diffusion Training
Hesam Hosseini, Ying Cao, Ali H. Sayed
Algorithmic stability is an established tool for analyzing generalization. While adversarial training enhances model robustness, it often suffers from robust overfitting and an enl…
cs.LG2025
On the Escaping Efficiency of Distributed Adversarial Training Algorithms
Ying Cao, Kun Yuan, Ali H. Sayed
Adversarial training has been widely studied in recent years due to its role in improving model robustness against adversarial attacks. This paper focuses on comparing different di…