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Preprint Oct 2026

DyHist: Query-Aware Historical Dynamics Modeling for Temporal Knowledge Graph Extrapolation

Temporal Knowledge Graph (TKG) extrapolation aims to predict future facts from observed historical events. Existing methods usually achieve this goal by jointly modeling local historical evolution and long-range historical contexts. First, local evolution modeling often summarizes local history into an overall evolving...

Pei-Yuan Jiang, Yao Liu, Yu-Bo Wen et al. · 0 citations
Open access Sep 2026

ScoreRec: Reallocating Probability Mass in Sequential Recommendation via Score-based Diffusion Modeling

This work introduces ScoreRec, a novel sequential recommendation framework that reformulates the recommendation task as a continuous-time score-based generative process that leverages a stochastic differential equation with a continuous-time noise schedule to mitigate the mode-seeking bias.

Peng He, Yao Liu, Tong Luo et al. · 0 citations

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