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Headshot of Sam Blakeman

Sam Blakeman

Publications

Selective particle attention: Rapidly and flexibly selecting features for deep reinforcement learning

NEURAL NETWORKS, 2022 | Sam Blakeman, Denis Mareschal*

Deep Reinforcement Learning (RL) is often criticized for being data inefficient and inflexible to changes in task structure. Part of the reason for these issues is that Deep RL typically learns end-to-end using backpropagation, which results in task-specific representations....