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cs.LG2022★ 1 cited
Revisiting Few-Shot Learning from a Causal Perspective
Guoliang Lin, Yongheng Xu, Hanjiang Lai +1
Few-shot learning with -way -shot scheme is an open challenge in machine learning. Many metric-based approaches have been proposed to tackle this problem, e.g., the Matching…
cs.LG2021★ 4 cited
Towards Better Plasticity-Stability Trade-off in Incremental Learning: A Simple Linear Connector
Guoliang Lin, Hanlu Chu, Hanjiang Lai
Plasticity-stability dilemma is a main problem for incremental learning, where plasticity is referring to the ability to learn new knowledge, and stability retains the knowledge of…