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05/17/2023
Sharpness Shift-Aware Self-Supervised Learning
Self-supervised learning aims to extract meaningful features from unlabe...
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02/06/2023
Flat Seeking Bayesian Neural Networks
Bayesian Neural Networks (BNNs) offer a probabilistic interpretation for...
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11/30/2022
Continual Learning with Optimal Transport based Mixture Model
Online Class Incremental learning (CIL) is a challenging setting in Cont...
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11/24/2022
Improving Multi-task Learning via Seeking Task-based Flat Regions
Multi-Task Learning (MTL) is a widely-used and powerful learning paradig...
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06/04/2022
Stochastic Multiple Target Sampling Gradient Descent
Sampling from an unnormalized target distribution is an essential proble...
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03/01/2022
Global-Local Regularization Via Distributional Robustness
Despite superior performance in many situations, deep neural networks ar...
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06/14/2021