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03/26/2023
Preserving Linear Separability in Continual Learning by Backward Feature Projection
Catastrophic forgetting has been a major challenge in continual learning...
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06/16/2022
Is Continual Learning Truly Learning Representations Continually?
Continual learning (CL) aims to learn from sequentially arriving tasks w...
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11/28/2021
ExCon: Explanation-driven Supervised Contrastive Learning for Image Classification
Contrastive learning has led to substantial improvements in the quality ...
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05/29/2021
EDDA: Explanation-driven Data Augmentation to Improve Model and Explanation Alignment
Recent years have seen the introduction of a range of methods for post-h...
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08/31/2020