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Author

Li Sun

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#artificial intelligence Preprint Oct 2026

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

A new graph-constrained generative paradigm is introduced, Anticipatory Generative Modeling, which resolves next transition selection by incorporating the Anticipation of how the future route may unfold toward the destination, and a novel generative model named Foresight that formulates a probabilistic model for an"ant...

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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