dmusekamp / al4pdeLinks
AL4PDE: A Benchmark for Active Learning for Neural PDE Solvers
☆26Updated last month
Alternatives and similar repositories for al4pde
Users that are interested in al4pde are comparing it to the libraries listed below
Sorting:
- [Neurips 2024] A benchmark suite for autoregressive neural emulation of PDEs. (≥46 PDEs in 1D, 2D, 3D; Differentiable Physics; Unrolled T…☆76Updated last month
- PROSE: Predicting Multiple Operators and Symbolic Expressions☆27Updated 3 months ago
- Official PyTorch implementation of the Vectorized Conditional Neural Field.☆15Updated 11 months ago
- Code for Characterizing Scaling and Transfer Learning Behavior of FNO in SciML☆45Updated 2 years ago
- Spectral Neural Operator☆79Updated last year
- CodePDE: An Inference Framework for LLM-driven PDE Solver Generation☆46Updated last month
- Neural Stochastic PDEs: resolution-invariant modelling of continuous spatiotemporal dynamics☆53Updated 2 years ago
- Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation☆90Updated 7 months ago
- Differential equation neural operator☆22Updated last year
- SymDer: Symbolic Derivative Approach to Discovering Sparse Interpretable Dynamics from Partial Observations☆21Updated 2 years ago
- [ICLR 2024] Scaling physics-informed hard constraints with mixture-of-experts.☆32Updated last year
- ☆13Updated last year
- Codomain attention neural operator for single to multi-physics PDE adaptation.☆61Updated last month
- The public repository about our joint FINN research project☆37Updated 2 years ago
- ☆21Updated last year
- ICON for in-context operator learning☆54Updated 4 months ago
- ☆39Updated 4 months ago
- [ICLR 2024] Neural Spectral Methods: Self-supervised learning in the spectral domain.☆45Updated last year
- LagrangeBench: A Lagrangian Fluid Mechanics Benchmarking Suite☆63Updated 6 months ago
- An unofficial implementation of the Fourier Neural Operator in Flax☆17Updated last year
- Generalizing to New Physical Systems via Context-Informed Dynamics Model☆25Updated last year
- Practicum on Supervised Learning in Function Spaces☆33Updated 3 years ago
- Efficient Differentiable n-d PDE solvers in JAX.☆45Updated 8 months ago
- Code for Mesh Transformer describes in the EAGLE dataset☆42Updated 4 months ago
- Code for "DPOT: Auto-Regressive Denoising Operator Transformer for Large-Scale PDE Pre-Training"☆57Updated last year
- ☆42Updated 2 years ago
- Official implementation of Scalable Transformer for PDE surrogate modelling☆47Updated last year
- ☆17Updated last year
- [ICLR2025 Spotlight] Official implementation of Conflict-Free Inverse Gradients Method☆70Updated last month
- Repo to the paper "Lie Point Symmetry Data Augmentation for Neural PDE Solvers"☆52Updated 2 years ago