Hessian regularization of deep neural networks: A novel approach based on stochastic estimators of Hessian trace

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Yucong Liu, Shixing Yu, Tong Lin

Published: 2023, Last Modified: 11 Nov 2025Neurocomputing 2023EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Connecting Hessian trace with a generalization error bound.•Flat minima of loss landscape and stability analysis in dynamical systems.•Efficient Hessian trace regularization algorithm with Dropout.•Performance comparison on vision and language tasks.