Alternatives and similar repositories for GINNs-Geometry-informed-Neural-Networks

Users that are interested in GINNs-Geometry-informed-Neural-Networks are comparing it to the libraries listed below

• ml-jku / UPT
  Code for the paper Universal Physics Transformers
  ☆149Updated 6 months ago
• ArshKA / PhysiX
  Foundation Model for Physics Simulations
  ☆110Updated 6 months ago
• qiauil / torchfsm
  TorchFSM: Fourier Spectral Method with PyTorch
  ☆53Updated 2 weeks ago
• PolymathicAI / multiple_physics_pretraining
  Code for paper "Multiple Physics Pretraining for Physical Surrogate Models
  ☆185Updated last year
• microsoft / cliffordlayers
  ☆170Updated last year
• Iolo-Jones / ManifoldDiffusionGeometry
  Code for "Manifold Diffusion Geometry: Curvature, Tangent Spaces, and Dimension"
  ☆44Updated last year
• david-knigge / enf-min-jax
  A minimal implementation of Equivariant Neural Fields (https://arxiv.org/abs/2406.05753).
  ☆25Updated 2 months ago
• CCSI-Toolset / MGN
  MeshGraphNets (MGN)
  ☆70Updated 2 years ago
• tumaer / jax-sph
  JAX-SPH: A Differentiable Smoothed Particle Hydrodynamics Framework
  ☆77Updated 2 months ago
• Qualcomm-AI-research / geometric-algebra-transformer
  ☆216Updated 11 months ago
• maxxxzdn / erwin
  Erwin: A Tree-based Hierarchical Transformer for Large-scale Physical Systems [ICML'25]
  ☆110Updated 3 months ago
• PolymathicAI / walrus
  ☆210Updated last month
• pdearena / pdearena
  ☆286Updated last year
• abao1999 / panda
  Patched Attention for Nonlinear Dynamics
  ☆167Updated last month
• maxxxzdn / clifford-group-equivariant-cnns
  Clifford-Steerable Convolutional Neural Networks [ICML'24]
  ☆52Updated 8 months ago
• tumaer / lagrangebench
  LagrangeBench: A Lagrangian Fluid Mechanics Benchmarking Suite
  ☆66Updated last year
• qianyingcao / Laplace-Neural-Operator
  ☆107Updated 9 months ago
• neuraloperator / CoDA-NO
  Codomain attention neural operator for single to multi-physics PDE adaptation.
  ☆75Updated 7 months ago
• facebookresearch / SSLForPDEs
  Code for Lie Symmetries SSL paper
  ☆24Updated last year
• JAX-DIPS / JAX-DIPS
  JAX-DIPS is a differentiable interfacial PDE solver.
  ☆49Updated last year
• tum-pbs / apebench
  [Neurips 2024] A benchmark suite for autoregressive neural emulation of PDEs. (≥46 PDEs in 1D, 2D, 3D; Differentiable Physics; Unrolled T…
  ☆95Updated 2 months ago
• tum-pbs / dgn4cfd
  Official implementation of Diffusion Graph Networks (DGNs)
  ☆76Updated 10 months ago
• Autodesk / XLB
  XLB: Accelerated Lattice Boltzmann (XLB) for Physics-based ML
  ☆428Updated last week
• DavidRuhe / clifford-group-equivariant-neural-networks
  Code used by the "Clifford Group Equivariant Neural Networks" paper.
  ☆90Updated last year
• wu375 / simple-physics-simulator-pytorch-geometry
  Minimal pytorch version of https://github.com/deepmind/deepmind-research/tree/master/learning_to_simulate
  ☆55Updated 4 years ago
• jhagnberger / vcnef
  Official PyTorch implementation of the Vectorized Conditional Neural Field.
  ☆16Updated last year
• francoismaze / topodiff
  Code, technical details and links to datasets and trained models for TopoDiff
  ☆53Updated 2 years ago
• martenlienen / finite-element-networks
  Reference implementation of Finite Element Networks as proposed in "Learning the Dynamics of Physical Systems from Sparse Observations wi…
  ☆69Updated last year
• geoelements / gns
  Graph Network Simulator
  ☆198Updated 2 months ago
• arpastrana / jax_fdm
  Auto-differentiable and hardware-accelerated force density method
  ☆95Updated 2 weeks ago