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cs.LG2025
Avoiding spurious sharpness minimization broadens applicability of SAM
Sidak Pal Singh, Hossein Mobahi, Atish Agarwala +1
Curvature regularization techniques like Sharpness Aware Minimization (SAM) have shown great promise in improving generalization on vision tasks. However, we find that SAM performs…
cs.LG2024★ 2 cited
Neglected Hessian component explains mysteries in Sharpness regularization
Yann N. Dauphin, Atish Agarwala, Hossein Mobahi
Recent work has shown that methods like SAM which either explicitly or implicitly penalize second order information can improve generalization in deep learning. Seemingly similar m…