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Book Open access Aug 2026

One Path to Model Them All: Learnable-Time Flow Matching for Crystal Structure and Energy Prediction

UniPath is proposed, a novel framework based on Learnable-Time Flow Matching that unifies crystal structure and energy prediction within a single probability path, and theoretically proves that under optimal velocity fields, these paths converge to a consistent trajectory.

Songyou Li, Mingze Li, Qianpu Liu et al. · 1 citation
Sep 2026

Lingshu: Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning.

This work proposes a comprehensive data-curation procedure that efficiently acquires rich medical knowledge data not only from medical imaging but also from extensive medical texts and general domain data and develops a medical-specialized MLLM, Lingshu-Med, which consistently outperforms existing multimodal baselines...

Wei-Wen Xu, Hou-Pong Chan, Long Li et al. · 0 citations

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