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Honggyan Xu

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Conference Open access Sep 2026

Snap2Review: Vision-Grounded Retrieval and Pairwise Preference Alignment for Personalized Reviews Generation

This work proposes Snap2Review, a novel framework that harmonizes cross-modal retrieval with fine-grained preference learning, and introduces Tri-DPO, which employs a stratified negative sampling strategy with varying difficulty levels to force the model to discern fine-grained user preferences.

Honggyan Xu, Lei Zou, De-Xiang Zhao et al. · 0 citations

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