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Linear Convergence of ISTA and FISTA


Dec 13, 2022
Bowen Li, Bin Shi, Ya-xiang Yuan

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* 16 pages, 4 figures 

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Revisiting the acceleration phenomenon via high-resolution differential equations


Dec 12, 2022
Shuo Chen, Bin Shi, Ya-xiang Yuan

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* 17 pages 

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LibSignal: An Open Library for Traffic Signal Control


Nov 19, 2022
Hao Mei, Xiaoliang Lei, Longchao Da, Bin Shi, Hua Wei

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* 11 pages + 6 pages appendix. Accepted by NeurIPS 2022 Workshop: Reinforcement Learning for Real Life. Website: https://darl-libsignal.github.io/ 

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Proximal Subgradient Norm Minimization of ISTA and FISTA


Nov 03, 2022
Bowen Li, Bin Shi, Ya-xiang Yuan

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* 17 pages, 4 figures 

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Gradient Norm Minimization of Nesterov Acceleration: $o(1/k^3)$


Sep 19, 2022
Shuo Chen, Bin Shi, Ya-xiang Yuan

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* 16 pages 

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An Adjoint-Free Algorithm for CNOP via Sampling


Aug 17, 2022
Bin Shi, Guodong Sun

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* 14 pages, 14 figures 

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Modeling Network-level Traffic Flow Transitions on Sparse Data


Aug 13, 2022
Xiaoliang Lei, Hao Mei, Bin Shi, Hua Wei

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* 10 pages + 2 pages appendix. Accepted by SIGKDD 2022 

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On the Hyperparameters in Stochastic Gradient Descent with Momentum


Aug 09, 2021
Bin Shi

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On Learning Rates and Schrödinger Operators


Apr 15, 2020
Bin Shi, Weijie J. Su, Michael I. Jordan

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* 49 pages, 21 figures 

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