Author

Xiao-Yuan Cheng

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Open access Jul 2026

Fast-forward prediction of lattice Boltzmann dynamics with physics-informed neural operators

A physics-informed neural operator framework is introduced that predicts the LBE evolution over large time jumps without performing step-by-step forward integration, bypassing the need to solve the collision kernel explicitly.

Xiao Xue, Marco F. P. ten Eikelder, Mingyang Gao et al. · Nature Communications · 0 citations

Preprint Aug 2026

SR-OPSD: Self-Referenced On-Policy Self-Distillation

Extensive experiments across scientific evaluation, mathematical reasoning, and coding generation tasks with multiple large language models show that SR-OPSD achieves the state-of-the-art or competitive performance across various settings.

Zhuo Sun, Entong Li, Yan-Long Zhao et al. · 0 citations