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Safa Alver

2 accepted papers

2024

Consciousness-Inspired Spatio-Temporal Abstractions for Better Generalization in Reinforcement Learning

ICLR 2024poster

Inspired by human conscious planning, we propose Skipper, a model-based reinforcement learning framework utilizing spatio-temporal abstractions to generalize better in novel situations. It automatically decomposes the given task into smaller, more manageable subtasks, and thus enables sparse decisio…