Author

Mingyue Zheng

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Open access Jun 2026

Deep residual learning for molecular force fields

In tests covering drug-like molecules, molecular dimers, torsional energy profiles, energy-minimum structures, and biomolecular simulations, Residual Learning Force Field gives accurate and stable predictions across diverse systems.

Xinyu Jiang, Mingan Chen, Chuanlong Zeng et al. · Nature Communications · 0 citations

Preprint Jul 2026

Accurate, Interdisciplinary and Transparent Structure-property Understanding with Deep Native Structural Reasoning

SciReasoner is introduced, a multimodal scientific foundation model for native structural reasoning across proteins, small molecules and inorganic crystals that connects accurate prediction with interpretable scientific inference.

Chen Tang, Yizhou Wang, Jianyu Wu et al. · 1 citation