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cs.LG2024
Continual Learning: Less Forgetting, More OOD Generalization via Adaptive Contrastive Replay
Hossein Rezaei, Mohammad Sabokrou
Machine learning models often suffer from catastrophic forgetting of previously learned knowledge when learning new classes. Various methods have been proposed to mitigate this iss…
cs.LG2023★ 1 cited
Class-Adaptive Sampling Policy for Efficient Continual Learning
Hossein Rezaei, Mohammad Sabokrou
Continual learning (CL) aims to acquire new knowledge while preserving information from previous experiences without forgetting. Though buffer-based methods (i.e., retaining sample…