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Zhaofan Zhang

2 accepted papers

2026

Perturbation-Resilient Autonomous Navigation with Distributionally Robust Reinforcement Learning

IJCAI 2026

The robustness of autonomous vehicles such as drones and Unmanned Surface Vehicles (USV) is crucial when facing unknown and complex marine environments, especially when heteroscedastic observational noise poses significant challenges to sensor-based navigation tasks. Recently, Distributional Reinfor

Cited by 0Scholar
2024

Spatial-Temporal Interplay in Human Mobility: A Hierarchical Reinforcement Learning Approach with Hypergraph Representation

AAAI 2024technical

In the realm of human mobility, the decision-making process for selecting the next-visit location is intricately influenced by a trade-off between spatial and temporal constraints, which are reflective of individual needs and preferences. This trade-off, however, varies across individuals, making th…

Cited by 10SourcePDFScholar