ICLR 2025 "partial differential equations" Papers
13 papers found
ANaGRAM: A Natural Gradient Relative to Adapted Model for efficient PINNs learning
Nilo Schwencke, Cyril Furtlehner
ICLR 2025posterarXiv:2412.10782
4
citations
Boundary constrained Gaussian processes for robust physics-informed machine learning of linear partial differential equations
David Dalton, Alan Lazarus, Hao Gao et al.
ICLR 2025poster
CViT: Continuous Vision Transformer for Operator Learning
Sifan Wang, Jacob Seidman, Shyam Sankaran et al.
ICLR 2025oralarXiv:2405.13998
26
citations
Gradient-Free Generation for Hard-Constrained Systems
Chaoran Cheng, Boran Han, Danielle Maddix et al.
ICLR 2025posterarXiv:2412.01786
17
citations
Metamizer: A Versatile Neural Optimizer for Fast and Accurate Physics Simulations
Nils Wandel, Stefan Schulz, Reinhard Klein
ICLR 2025posterarXiv:2410.19746
4
citations
Minimal Variance Model Aggregation: A principled, non-intrusive, and versatile integration of black box models
Theo Bourdais, Houman Owhadi
ICLR 2025posterarXiv:2409.17267
2
citations
Model-Agnostic Knowledge Guided Correction for Improved Neural Surrogate Rollout
Bharat Srikishan, Daniel O'Malley, Mohamed Mehana et al.
ICLR 2025posterarXiv:2503.10048
Physics-Informed Diffusion Models
Jan-Hendrik Bastek, WaiChing Sun, Dennis Kochmann
ICLR 2025posterarXiv:2403.14404
52
citations
PIED: Physics-Informed Experimental Design for Inverse Problems
Apivich Hemachandra, Gregory Kang Ruey Lau, See-Kiong Ng et al.
ICLR 2025posterarXiv:2503.07070
1
citations
PIG: Physics-Informed Gaussians as Adaptive Parametric Mesh Representations
Namgyu Kang, Jaemin Oh, Youngjoon Hong et al.
ICLR 2025posterarXiv:2412.05994
7
citations
Quantitative Approximation for Neural Operators in Nonlinear Parabolic Equations
Takashi Furuya, Koichi Taniguchi, Satoshi Okuda
ICLR 2025posterarXiv:2410.02151
4
citations
Solving Differential Equations with Constrained Learning
Viggo Moro, Luiz Chamon
ICLR 2025posterarXiv:2410.22796
1
citations
Text2PDE: Latent Diffusion Models for Accessible Physics Simulation
Anthony Zhou, Zijie Li, Michael Schneier et al.
ICLR 2025oralarXiv:2410.01153
18
citations