14 citations · 14 across the 5 of their papers we have counts for
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cs.LG2022
Online Continual Learning via the Meta-learning Update with Multi-scale Knowledge Distillation and Data Augmentation
Ya-nan Han, Jian-wei Liu
Continual learning aims to rapidly and continually learn the current task from a sequence of tasks. Compared to other kinds of methods, the methods based on experience replay have…
cs.CV2022
Selecting Related Knowledge via Efficient Channel Attention for Online Continual Learning
Ya-nan Han, Jian-wei Liu
Continual learning aims to learn a sequence of tasks by leveraging the knowledge acquired in the past in an online-learning manner while being able to perform well on all previous…
cs.LG2022
Bilevel Online Deep Learning in Non-stationary Environment
Ya-nan Han, Jian-wei Liu, Bing-biao Xiao +2
Recent years have witnessed enormous progress of online learning. However, a major challenge on the road to artificial agents is concept drift, that is, the data probability distri…