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06/20/2023
Traversing Between Modes in Function Space for Fast Ensembling
Deep ensemble is a simple yet powerful way to improve the performance of...
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05/24/2023
SWAMP: Sparse Weight Averaging with Multiple Particles for Iterative Magnitude Pruning
Given the ever-increasing size of modern neural networks, the significan...
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04/19/2023
Martingale Posterior Neural Processes
A Neural Process (NP) estimates a stochastic process implicitly defined ...
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04/19/2023
Decoupled Training for Long-Tailed Classification With Stochastic Representations
Decoupling representation learning and classifier learning has been show...
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06/30/2022
Improving Ensemble Distillation With Weight Averaging and Diversifying Perturbation
Ensembles of deep neural networks have demonstrated superior performance...
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10/27/2021