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Sketching Transformed Matrices with Applications to Natural Language Processing


Feb 23, 2020
Yingyu Liang, Zhao Song, Mengdi Wang, Lin F. Yang, Xin Yang

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* AISTATS 2020 

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Does Knowledge Transfer Always Help to Learn a Better Policy?


Dec 06, 2019
Fei Feng, Wotao Yin, Lin F. Yang

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Is a Good Representation Sufficient for Sample Efficient Reinforcement Learning?


Nov 03, 2019
Simon S. Du, Sham M. Kakade, Ruosong Wang, Lin F. Yang

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Continuous Control with Contexts, Provably


Oct 30, 2019
Simon S. Du, Ruosong Wang, Mengdi Wang, Lin F. Yang

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Efficient Symmetric Norm Regression via Linear Sketching


Oct 07, 2019
Zhao Song, Ruosong Wang, Lin F. Yang, Hongyang Zhang, Peilin Zhong

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* To appear in NeurIPS 2019. Fixed accidental missorting of author names 

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Solving Discounted Stochastic Two-Player Games with Near-Optimal Time and Sample Complexity


Aug 29, 2019
Aaron Sidford, Mengdi Wang, Lin F. Yang, Yinyu Ye

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On the Optimality of Sparse Model-Based Planning for Markov Decision Processes


Jul 04, 2019
Alekh Agarwal, Sham Kakade, Lin F. Yang

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Reinforcement Learning in Feature Space: Matrix Bandit, Kernels, and Regret Bound


Jun 13, 2019
Lin F. Yang, Mengdi Wang

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