102 citations · 133 across the 11 of their papers we have counts for
3 papers · 1 filter
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…
Masked Label Prediction: Unified Message Passing Model for Semi-Supervised Classification
Yunsheng Shi, Zhengjie Huang, Shikun Feng +3
Graph neural network (GNN) and label propagation algorithm (LPA) are both message passing algorithms, which have achieved superior performance in semi-supervised classification. GN…
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…