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06/04/2023
Decoupling Numerical Method Based on Deep Neural Network for Nonlinear Degenerate Interface Problems
Interface problems depict many fundamental physical phenomena and widely...
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05/30/2023
BiSLS/SPS: Auto-tune Step Sizes for Stable Bi-level Optimization
The popularity of bi-level optimization (BO) in deep learning has spurre...
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04/02/2023
Fast Convergence of Random Reshuffling under Over-Parameterization and the Polyak-Łojasiewicz Condition
Modern machine learning models are often over-parameterized and as a res...
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06/22/2022
: Calibrating Global and Local Models via Federated Learning Beyond Consensus
In federated learning (FL), the objective of collaboratively learning a ...
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09/15/2021