"physics-informed learning" Papers

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Physics-Informed Diffusion Models

Jan-Hendrik Bastek, WaiChing Sun, Dennis Kochmann

ICLR 2025arXiv:2403.14404
57
citations

PINP: Physics-Informed Neural Predictor with latent estimation of fluid flows

Huaguan Chen, Yang Liu, Hao Sun

ICLR 2025oralarXiv:2504.06070
2
citations

Predicting the Energy Landscape of Stochastic Dynamical System via Physics-informed Self-supervised Learning

Ruikun Li, Huandong Wang, Qingmin Liao et al.

ICLR 2025arXiv:2502.16828
2
citations

RoboScape: Physics-informed Embodied World Model

Yu Shang, Xin Zhang, Yinzhou Tang et al.

NEURIPS 2025oralarXiv:2506.23135
18
citations

Using Uncertainty Quantification to Characterize and Improve Out-of-Domain Learning for PDEs

Chandra Mouli Sekar, Danielle Robinson, Shima Alizadeh et al.

ICML 2024