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Classification vs regression in overparameterized regimes: Does the loss function matter?

, , , , , and . J. Mach. Learn. Res., (2021)

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Contrastive learning, multi-view redundancy, and linear models., , and . CoRR, (2020)Unbiased estimators for random design regression., , and . J. Mach. Learn. Res., (2022)Statistical-Computational Trade-offs in Tensor PCA and Related Problems via Communication Complexity., and . CoRR, (2022)Intrinsic dimensionality and generalization properties of the R-norm inductive bias., , and . CoRR, (2022)Learning Single-Index Models in Gaussian Space., and . COLT, volume 75 of Proceedings of Machine Learning Research, page 1887-1930. PMLR, (2018)A cryptographic approach to black box adversarial machine learning., , and . CoRR, (2019)Quantifying the Effects of COVID-19 on Restaurant Reviews., , , , and . SocialNLP@NAACL, page 36-60. Association for Computational Linguistics, (2021)Contrastive learning, multi-view redundancy, and linear models., , and . ALT, volume 132 of Proceedings of Machine Learning Research, page 1179-1206. PMLR, (2021)A Gradual, Semi-Discrete Approach to Generative Network Training via Explicit Wasserstein Minimization., , , , , and . ICML, volume 97 of Proceedings of Machine Learning Research, page 1071-1080. PMLR, (2019)Contrastive estimation reveals topic posterior information to linear models., , and . CoRR, (2020)