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06/22/2022
Descent Steps of a Relation-Aware Energy Produce Heterogeneous Graph Neural Networks
Heterogeneous graph neural networks (GNNs) achieve strong performance on...
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03/31/2020
A Simple Class Decision Balancing for Incremental Learning
Class incremental learning (CIL) problem, in which a learning agent cont...
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03/30/2020
Adaptive Group Sparse Regularization for Continual Learning
We propose a novel regularization-based continual learning method, dubbe...
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05/28/2019
Uncertainty-based Continual Learning with Adaptive Regularization
We introduce a new regularization-based continual learning algorithm, du...
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02/24/2019
