Author

Kaihui Cheng

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Preprint Jul 2026

DyneTrion: A Spatio-temporally Coherent Generative Emulator for Protein Dynamics Across Timescales

DyneTrion is presented, a generative protein dynamics emulator that jointly enforces geometric symmetry, structural consistency and temporal coherence within a single framework and provides a scalable path from static structure prediction toward time-resolved, ensemble-faithful protein modeling.

Kaihui Cheng, Zhiqiang Cai, Peng Tu et al. · 0 citations