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Optimal Robustness-Consistency Trade-offs for Learning-Augmented Online Algorithms

Oct 22, 2020
Alexander Wei, Fred Zhang

* To appear at NeurIPS 2020 

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Robust and Heavy-Tailed Mean Estimation Made Simple, via Regret Minimization

Jul 31, 2020
Samuel B. Hopkins, Jerry Li, Fred Zhang

* 40 pages 

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A Fast Spectral Algorithm for Mean Estimation with Sub-Gaussian Rates

Aug 13, 2019
Zhixian Lei, Kyle Luh, Prayaag Venkat, Fred Zhang

* 27 pages 

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SGD on Neural Networks Learns Functions of Increasing Complexity

May 28, 2019
Preetum Nakkiran, Gal Kaplun, Dimitris Kalimeris, Tristan Yang, Benjamin L. Edelman, Fred Zhang, Boaz Barak

* Submitted to NeurIPS 2019 

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