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Zhichen Wang

2 accepted papers

2023

Context-Aware Deep Reinforcement Learning for Autonomous Robotic Navigation in Unknown Area

CoRL 2023poster

Mapless navigation refers to a challenging task where a mobile robot must rapidly navigate to a predefined destination using its partial knowledge of the environment, which is updated online along the way, instead of a prior map of the environment. Inspired by the recent developments in deep reinfor…

Cited by 25SourceScholar
2023

Interpretable Motion Planner for Urban Driving via Hierarchical Imitation Learning

IROS 2023poster

Learning-based approaches have achieved remarkable performance in the domain of autonomous driving. Leveraging the impressive ability of neural networks and large amounts of human driving data, complex patterns and rules of driving behavior can be encoded as a model to benefit the autonomous driving…

Cited by 5SourceScholar