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02/14/2023
EPISODE: Episodic Gradient Clipping with Periodic Resampled Corrections for Federated Learning with Heterogeneous Data
Gradient clipping is an important technique for deep neural networks wit...
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01/02/2023
Selective Conformal Inference with FCR Control
Conformal inference is a popular tool for constructing prediction interv...
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07/17/2022
Fast Composite Optimization and Statistical Recovery in Federated Learning
As a prevalent distributed learning paradigm, Federated Learning (FL) tr...
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05/07/2022
Optimal Lighting Control in Greenhouses Using Bayesian Neural Networks for Sunlight Prediction
Controlling the environmental parameters, including light in greenhouses...
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03/12/2022