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Optimizer Benchmarking Needs to Account for Hyperparameter Tuning

, , , , and . (2019)cite arxiv:1910.11758Comment: updated paper, experiments, and writing.

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A Simple Algorithm for Nuclear Norm Regularized Problems., and . ICML, page 471-478. Omnipress, (2010)Adding vs. Averaging in Distributed Primal-Dual Optimization, , , , , and . (2015)cite arxiv:1502.03508Comment: ICML 2015: JMLR W&CP volume37, Proceedings of The 32nd International Conference on Machine Learning, pp. 1973-1982.Context Mover's Distance & Barycenters: Optimal transport of contexts for building representations., , , and . DGS@ICLR, OpenReview.net, (2019)Simultaneous Training of Partially Masked Neural Networks., , and . CoRR, (2021)Hardware-Efficient Transformer Training via Piecewise Affine Operations., and . CoRR, (2023)Masking as an Efficient Alternative to Finetuning for Pretrained Language Models., , , and . CoRR, (2020)Decentralized Deep Learning with Arbitrary Communication Compression., , , and . CoRR, (2019)SysML: The New Frontier of Machine Learning Systems., , , , , , , , , and 56 other author(s). CoRR, (2019)A Field Guide to Federated Optimization., , , , , , , , , and 43 other author(s). CoRR, (2021)On Second-order Optimization Methods for Federated Learning., , , and . CoRR, (2021)