Authors

Yue Song

Publications 2

Preprint Open access

Robust Ensemble Guidance for Scientific Inverse Problems

Zixiang Li, Wei Wang, Yunchao Wei et al. · 2026

Ensemble guidance combines pretrained diffusion priors with black-box forward models to solve inverse problems without differentiating through the physical simulator. However, observation coordinates with large predictive spread or extreme residuals can dominate the ensemble correction, degrading reconstruction accurac …

Preprint Open access

Do Neural PDE Solvers Learn the Right Dynamics?

Haonan Li, Yue Song, Bin Yang et al. · 2026

Neural PDE solvers can achieve low prediction errors, but do they reproduce the dynamics of the systems they model? Prediction scores alone offer an incomplete answer: they measure agreement with reference solutions but provide limited insight into how errors accumulate, nearby states diverge, or extreme events arise. …

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