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OxonFair: A Flexible Toolkit for Algorithmic Fairness

Neural Information Processing Systems

This makes it easily extensible and much more expressive than existing toolkits. It supports all 9 and all 10 of the decision-based group metrics of two popular review articles.


The Crucial Role of Normalization in Sharpness-Aware Minimization Yan Dai

Neural Information Processing Systems

Sharpness-A ware Minimization (SAM) is a recently proposed gradient-based optimizer (Foret et al., ICLR 2021) that greatly improves the prediction performance of deep neural networks.