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cs.LG2019★ 2 cited
Incremental Concept Learning via Online Generative Memory Recall
Huaiyu Li, Weiming Dong, Bao-Gang Hu
The ability to learn more and more concepts over time from incrementally arriving data is essential for the development of a life-long learning system. However, deep neural network…
cs.LG2019★ 50 cited
LGM-Net: Learning to Generate Matching Networks for Few-Shot Learning
Huaiyu Li, Weiming Dong, Xing Mei +3
In this work, we propose a novel meta-learning approach for few-shot classification, which learns transferable prior knowledge across tasks and directly produces network parameters…