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03/15/2023
Reinforce Data, Multiply Impact: Improved Model Accuracy and Robustness with Dataset Reinforcement
We propose Dataset Reinforcement, a strategy to improve a dataset once s...
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02/20/2022
Efficient Continual Learning Ensembles in Neural Network Subspaces
A growing body of research in continual learning focuses on the catastro...
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06/19/2020
SOLA: Continual Learning with Second-Order Loss Approximation
Neural networks have achieved remarkable success in many cognitive tasks...
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02/09/2019
