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Author

Tingyang Xu

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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

Crystals are cornerstone materials for semiconductors and renewable energy, yet their discovery is hindered by the prohibitive cost of Density Functional Theory (DFT). While geometric graph neural networks have advanced Crystal Structure Prediction (CSP) and energy estimation, existing methods treat these tasks as disp...

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

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

Multimodal Large Language Models (MLLMs) excel at understanding generic visual content, such as landscapes, objects, and events, thanks to extensive datasets and advanced training regimes. However, their effectiveness in medical applications remains limited due to the inherent discrepancies between data and tasks in me...

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

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