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Li Sun

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#artificial intelligence Preprint Oct 2026

Looking Ahead and Back: Anticipatory Generative Modeling for Road-Network Trajectories

Trajectory generation underpins urban applications such as traffic management and urban planning. Within road networks, vehicle movement along road segments is largely deterministic, whereas transitions at intersections are critical--multiple outgoing paths may appear equally plausible, yet they can lead to substantial...

Zhen-Hao Huang, Li Sun, Philip S. Yu · 0 citations
Aug 2026

DHMNN: A Hypergraph Motif-Based Framework for Directed Hyperlink Prediction.

A novel directed hypergraph motif-based neural network (DHMNN) for directed hyperlink prediction, which simultaneously captures higher order structural and connectivity information from the directed hypergraph topology and significantly outperforms state-of-the-art models.

Xihang Meng, Hao Peng, Guangjie Zeng et al. · 0 citations

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