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Tuan-Binh Tran

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#machine learning Preprint Sep 2026

EPIC: Explicit Posterior Item Conditioning for Semantic ID Diffusion Recommendation

Semantic ID (SID) generative recommendation predicts the next item by generating a short tuple of discrete tokens. Recent masked-diffusion methods improve this process through bidirectional context and flexible decoding, yet recommendation ultimately requires selecting among complete catalog items. At each denoising st...

Tuan-Binh Tran, T. Nguyen, Quoc Viet Hung Nguyen et al. · 0 citations

#machine learning Preprint Aug 2026

SCENARIODIFF: A Scenario-level Guidance Framework for Multimodal Time Series Forecasting--Extended Version

Experiments on the Time-MMD benchmark show that SCENARIODIFF is especially effective in event-driven domains, demonstrating the value of explicit hierarchical scenario guidance for multimodal time series forecasting.

Tuan-Binh Tran, Dat Nguyen Cong, Duc-Trong Le et al. · 0 citations