Eigen-SAM improves Sharpness-Aware Minimization by explicitly aligning the perturbation with the top Hessian eigenvector, supported by a third-order SDE analysis and consistent small accuracy gains on CIFAR, SVHN, and Fashion-MNIST.
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Explicit Eigenvalue Regularization Improves Sharpness-Aware Minimization
Eigen-SAM improves Sharpness-Aware Minimization by explicitly aligning the perturbation with the top Hessian eigenvector, supported by a third-order SDE analysis and consistent small accuracy gains on CIFAR, SVHN, and Fashion-MNIST.