160 citations · 246 across the 13 of their papers we have counts for
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cs.LG2018★ 13 cited
Few-Shot Self Reminder to Overcome Catastrophic Forgetting
Junfeng Wen, Yanshuai Cao, Ruitong Huang
Deep neural networks are known to suffer the catastrophic forgetting problem, where they tend to forget the knowledge from the previous tasks when sequentially learning new tasks.…
cs.AI2018★ 18 cited
Universal Successor Representations for Transfer Reinforcement Learning
Chen Ma, Junfeng Wen, Yoshua Bengio
The objective of transfer reinforcement learning is to generalize from a set of previous tasks to unseen new tasks. In this work, we focus on the transfer scenario where the dynami…