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Gradient Descent on Two-layer Nets: Margin Maximization and Simplicity Bias


Nov 09, 2021
Kaifeng Lyu, Zhiyuan Li, Runzhe Wang, Sanjeev Arora

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* 65 pages; Published in NeurIPS 2021; Added references for related works 

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Going Beyond Linear RL: Sample Efficient Neural Function Approximation


Jul 14, 2021
Baihe Huang, Kaixuan Huang, Sham M. Kakade, Jason D. Lee, Qi Lei, Runzhe Wang, Jiaqi Yang

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Optimal Gradient-based Algorithms for Non-concave Bandit Optimization


Jul 09, 2021
Baihe Huang, Kaixuan Huang, Sham M. Kakade, Jason D. Lee, Qi Lei, Runzhe Wang, Jiaqi Yang

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Mildly Overparametrized Neural Nets can Memorize Training Data Efficiently


Sep 26, 2019
Rong Ge, Runzhe Wang, Haoyu Zhao

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* 38 pages 

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