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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
Preprint Aug 2026

Denoising the Future: Context-Aware Spectral Diffusion for Temporal Knowledge Graph Extrapolation

Temporal Knowledge Graph (TKG) extrapolation seeks to infer future facts from time-varying relational histories. Recent diffusion-based approaches improve uncertainty modeling through generative denoising, but their aggregated conditioning on subject histories may insufficiently distinguish query-specific evidence from...

Yang-Lei Gan, Peng He, Run Lin et al. · 0 citations

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