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stat.ML2021★ 9 cited
A Farewell to the Bias-Variance Tradeoff? An Overview of the Theory of Overparameterized Machine Learning
Yehuda Dar, Vidya Muthukumar, Richard G. Baraniuk
The rapid recent progress in machine learning (ML) has raised a number of scientific questions that challenge the longstanding dogma of the field. One of the most important riddles…
stat.ML2019
OSOM: A simultaneously optimal algorithm for multi-armed and linear contextual bandits
Niladri S. Chatterji, Vidya Muthukumar, Peter L. Bartlett
We consider the stochastic linear (multi-armed) contextual bandit problem with the possibility of hidden simple multi-armed bandit structure in which the rewards are independent of…