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T. T. Huynh

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#machine learning Preprint Sep 2026

Nonparametric Distribution Matching for Self-Supervised Whole-Slide Image Condensation

Histological whole-slide images (WSIs) are central to computational pathology but pose severe computational challenges due to their extremely high resolution, often spanning several gigabytes per slide. To enable scalable learning, existing methods apply self-supervised data condensation to reduce computational cost, b...

Duong M. Nguyen, T. Hoang, H. Nguyen et al. · 1 citation
#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

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