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20202023
most citedClass-Incremental Lifelong Learning in Multi-Label Classification

2 citations · 3 across the 4 of their papers we have counts for

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cs.CV2023

Two-level Graph Network for Few-Shot Class-Incremental Learning

Hao Chen, Linyan Li, Fan Lyu +3

Few-shot class-incremental learning (FSCIL) aims to design machine learning algorithms that can continually learn new concepts from a few data points, without forgetting knowledge…

cs.LG2023

Centroid Distance Distillation for Effective Rehearsal in Continual Learning

Daofeng Liu, Fan Lyu, Linyan Li +2

Rehearsal, retraining on a stored small data subset of old tasks, has been proven effective in solving catastrophic forgetting in continual learning. However, due to the sampled da…