38 citations · 118 across the 22 of their papers we have counts for
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cs.LG2023
Task Difficulty Aware Parameter Allocation & Regularization for Lifelong Learning
Wenjin Wang, Yunqing Hu, Qianglong Chen +1
Parameter regularization or allocation methods are effective in overcoming catastrophic forgetting in lifelong learning. However, they solve all tasks in a sequence uniformly and i…
cs.LG2020★ 38 cited
Federated Unsupervised Representation Learning
Fengda Zhang, Kun Kuang, Zhaoyang You +6
To leverage enormous unlabeled data on distributed edge devices, we formulate a new problem in federated learning called Federated Unsupervised Representation Learning (FURL) to le…
cs.LG2020★ 2 cited
Lifelong Learning with Searchable Extension Units
Wenjin Wang, Yunqing Hu, Yin Zhang
Lifelong learning remains an open problem. One of its main difficulties is catastrophic forgetting. Many dynamic expansion approaches have been proposed to address this problem, bu…