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Nicholas Andrew Roy

2 accepted papers

2022

Semantic Exploration from Language Abstractions and Pretrained Representations

NeurIPS 2022accept

Effective exploration is a challenge in reinforcement learning (RL). Novelty-based exploration methods can suffer in high-dimensional state spaces, such as continuous partially-observable 3D environments. We address this challenge by defining novelty using semantically meaningful state abstractions,…

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