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Author

Kanghoon Lee

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Preprint Oct 2026

CoopUQ: Robust Multi-Robot Social Navigation via Uncertainty-Aware Cooperative Forecasting

Reinforcement learning enables mobile robots to make fast and scalable navigation decisions in constrained human-shared environments. However, directly extending single-robot approaches to multi-robot settings often fails to ensure safety and efficiency, especially under occlusions and out-of-distribution (OOD) scenari...

Zehao Wang, Jian-Peng Yao, Yu-Ping Wang et al. · 1 citation
#artificial intelligence Preprint Sep 2026

Synergistic Fusion of Topological Structure and Temporal Semantics of Mobility for Urban Region Embedding

Mobility Stream-Structure Synergy (MoSS) is proposed, which derives complementary views from mobility data: a Sequence view that preserves each region's hourly inflow/outflow profile, and a Structure view that captures how regional connectivity emerges, persists, and dissolves over time.

Namwoo Kim, Jeeyun Chang, Kanghoon Lee et al. · 0 citations

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