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Preprint Aug 2026

Anatomy of a Decision: Uncertainty-aware Hierarchical Intent Learning via Flow Matching for Multimodal Recommendation

Modeling the underlying user intent is crucial for recommendation, but existing methods struggle with the inherent uncertainty and the dynamic, hierarchical nature of user interests. Current approaches often rely on clustering or prototype learning to discover a static set of intents. However, they face two critical ch...

Yu-Chen Miao, Zi-Jun Wang, Ke Liu et al. · 0 citations
Review Sep 2026

Seafloor sediment low-frequency P-wave velocity prediction with grain-size and mineral-composition constraints from the South Yellow Sea, China.

The P-wave velocity of seafloor sediment is critical for marine environmental protection, target detection, and resource exploration, yet predicting the velocity across diverse sediment types remains a challenge. To meet the demand for rapid estimation, we developed a calculation method parameterized by grain-size prop...

Xing-Wei Guo, Wei-Na Zhao, Ke Liu et al. · 0 citations

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