Tools & Frameworks

PDE Foundation Model / Downstream Benchmark

ETH Zurich's PDE foundation model and downstream fine-tuning suite, using semigroup augmentation to mine abundant training pairs, covering 15 downstream PDE tasks.

General-Purpose CFD Solver

The de facto open-source CFD solver covering incompressible/compressible flow, heat transfer, multiphase and combustion - the workhorse for generating physics-AI training data.

Aerodynamics / Design Optimization Solver

Open-source CFD and adjoint solver with built-in aerodynamic shape optimization, widely used for airfoil/aircraft analysis and gradient-driven design.

Differentiable Fluid Solver

Google Research's differentiable JAX-based fluid solver enabling end-to-end gradients for embedding neural networks into CFD time stepping.

PDE Solving

DeepXDE v1.15.0 released with L-LAAF activation function support for JAX backend and Apple MPS GPU acceleration for PyTorch backend, improving deep learning-based PDE solving performance.

Physics-Informed Neural Networks

A physics-informed neural network model hosted on HuggingFace, with name suggesting relevance to MRI imaging and SIREN architecture; detailed information requires consulting the official page.

Scientific Computing

NeuralOperator 2.0.0 major release introduces Codano model, improves documentation, and enhances usability for training Neural Operators in PyTorch.

Scientific Computing

A scientific computing model on HuggingFace that integrates Dynamic Mode Decomposition with Neural Operator for scientific data modeling and prediction tasks.