Pingfan Wu

Beyond Sharpness: The Role of Nonuniformity in Generalization

Sharpness-aware minimization (SAM) is widely recognized for enhancing the generalization performance of deep neural networks. However, recent works have challenged the statement that flatness implies generalization, demonstrating that it is insufficient as the indicator of generalization. In this pa