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Proximal Implicit ODE Solvers for Accelerating Learning Neural ODEs


Apr 19, 2022
Justin Baker , Hedi Xia , Yiwei Wang , Elena Cherkaev , Akil Narayan , Long Chen , Jack Xin , Andrea L. Bertozzi , Stanley J. Osher , Bao Wang

* 20 pages, 7 figures 

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Learning POD of Complex Dynamics Using Heavy-ball Neural ODEs


Feb 24, 2022
Justin Baker , Elena Cherkaev , Akil Narayan , Bao Wang

* 32 pages, 20 figures 

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glassoformer: a query-sparse transformer for post-fault power grid voltage prediction


Jan 22, 2022
Yunling Zheng , Carson Hu , Guang Lin , Meng Yue , Bao Wang , Jack Xin


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Efficient and Reliable Overlay Networks for Decentralized Federated Learning


Dec 12, 2021
Yifan Hua , Kevin Miller , Andrea L. Bertozzi , Chen Qian , Bao Wang

* 25 pages, 8 figures 

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How Does Momentum Benefit Deep Neural Networks Architecture Design? A Few Case Studies


Oct 19, 2021
Bao Wang , Hedi Xia , Tan Nguyen , Stanley Osher

* 40 pages, 15 figures. arXiv admin note: substantial text overlap with arXiv:2006.06919, arXiv:2110.04840 

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Training Deep Neural Networks with Adaptive Momentum Inspired by the Quadratic Optimization


Oct 18, 2021
Tao Sun , Huaming Ling , Zuoqiang Shi , Dongsheng Li , Bao Wang


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Heavy Ball Neural Ordinary Differential Equations


Oct 10, 2021
Hedi Xia , Vai Suliafu , Hangjie Ji , Tan M. Nguyen , Andrea L. Bertozzi , Stanley J. Osher , Bao Wang

* 23 pages, 9 figures, Accepted for publication at Advances in Neural Information Processing Systems (NeurIPS) 2021 

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FMMformer: Efficient and Flexible Transformer via Decomposed Near-field and Far-field Attention


Aug 05, 2021
Tan M. Nguyen , Vai Suliafu , Stanley J. Osher , Long Chen , Bao Wang

* 18 pages, 8 figures 

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Decentralized Federated Averaging


Apr 23, 2021
Tao Sun , Dongsheng Li , Bao Wang


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Robust Certification for Laplace Learning on Geometric Graphs


Apr 22, 2021
Matthew Thorpe , Bao Wang

* 26 pages, 10 figures, Accepted for publication at Mathematical and Scientific Machine Learning (MSML) 2021 

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