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Understanding Deep Neural Function Approximation in Reinforcement Learning via ε-Greedy Exploration.

, , и . CoRR, (2022)

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Volkan Cevher

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Extrapolation and Spectral Bias of Neural Nets with Hadamard Product: a Polynomial Net Study., , , , и . NeurIPS, (2022)Sound and Complete Verification of Polynomial Networks., , , , и . NeurIPS, (2022)Understanding Deep Neural Function Approximation in Reinforcement Learning via $\epsilon$-Greedy Exploration., , и . NeurIPS, (2022)Subquadratic Overparameterization for Shallow Neural Networks., , , , и . NeurIPS, стр. 11247-11259. (2021)Adaptive Stochastic Variance Reduction for Non-convex Finite-Sum Minimization., , , , и . NeurIPS, (2022)Escaping limit cycles: Global convergence for constrained nonconvex-nonconcave minimax problems., , , , и . ICLR, OpenReview.net, (2022)Benign Overfitting in Deep Neural Networks under Lazy Training., , , , и . ICML, том 202 из Proceedings of Machine Learning Research, стр. 43105-43128. PMLR, (2023)Escaping limit cycles: Global convergence for constrained nonconvex-nonconcave minimax problems., , , , и . CoRR, (2023)A Single-Phase, Proximal Path-Following Framework., , и . Math. Oper. Res., 43 (4): 1326-1347 (2018)Iterative Classroom Teaching., , , , , , , и . AAAI, стр. 5684-5692. AAAI Press, (2019)