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05/27/2021
Encoders and Ensembles for Task-Free Continual Learning
We present an architecture that is effective for continual learning in a...
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04/16/2020
Continual Reinforcement Learning with Multi-Timescale Replay
In this paper, we propose a multi-timescale replay (MTR) buffer for impr...
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05/24/2019
An Explicitly Relational Neural Network Architecture
With a view to bridging the gap between deep learning and symbolic AI, w...
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02/01/2019
Policy Consolidation for Continual Reinforcement Learning
We propose a method for tackling catastrophic forgetting in deep reinfor...
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02/20/2018
Continual Reinforcement Learning with Complex Synapses
Unlike humans, who are capable of continual learning over their lifetime...
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05/18/2017