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Stability Based Generalization Bounds for Exponential Family Langevin Dynamics


Jan 09, 2022
Arindam Banerjee, Tiancong Chen, Xinyan Li, Yingxue Zhou


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TorchGeo: deep learning with geospatial data


Nov 17, 2021
Adam J. Stewart, Caleb Robinson, Isaac A. Corley, Anthony Ortiz, Juan M. Lavista Ferres, Arindam Banerjee

* Under review as a conference paper at ICLR 2022 

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EE-Net: Exploitation-Exploration Neural Networks in Contextual Bandits


Oct 07, 2021
Yikun Ban, Yuchen Yan, Arindam Banerjee, Jingrui He

* 19 pages 

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Learning and Dynamical Models for Sub-seasonal Climate Forecasting: Comparison and Collaboration


Sep 29, 2021
Sijie He, Xinyan Li, Laurie Trenary, Benjamin A Cash, Timothy DelSole, Arindam Banerjee


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Noisy Truncated SGD: Optimization and Generalization


Feb 26, 2021
Yingxue Zhou, Xinyan Li, Arindam Banerjee


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Experiments with Rich Regime Training for Deep Learning


Feb 26, 2021
Xinyan Li, Arindam Banerjee


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Bypassing the Ambient Dimension: Private SGD with Gradient Subspace Identification


Jul 07, 2020
Yingxue Zhou, Zhiwei Steven Wu, Arindam Banerjee


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Sub-Seasonal Climate Forecasting via Machine Learning: Challenges, Analysis, and Advances


Jun 24, 2020
Sijie He, Xinyan Li, Timothy DelSole, Pradeep Ravikumar, Arindam Banerjee


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Private Stochastic Non-Convex Optimization: Adaptive Algorithms and Tighter Generalization Bounds


Jun 24, 2020
Yingxue Zhou, Xiangyi Chen, Mingyi Hong, Zhiwei Steven Wu, Arindam Banerjee


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