To Learn or Not to Learn: Analyzing the Role of Learning for Navigation in Virtual Environments

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    Abstract:

    In this paper we compare learning-based methods and classical methods for navigation in virtual environments. We construct classical navigation agents and demonstrate that they outperform state-of-the-art learning-based agents on two standard benchmarks: MINOS and Stanford Large-Scale 3D Indoor Spaces. We perform detailed analysis to st...More

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