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    24 repositories

    • red-diffeq

      Public
      RED-DiffEq: Regularization by denoising diffusion models for solving inverse PDE problems with application to full waveform inversion
      Jupyter Notebook
      •
      MIT License
      •4•14•0•0•Updated Jul 25, 2026Jul 25, 2026

    • rams

      Public
      RAMS: Residual-based adversarial-gradient moving sample method for scientific machine learning in solving partial differential equations
      Python
      •
      Apache License 2.0
      •0•3•0•0•Updated Jun 26, 2026Jun 26, 2026

    • noem

      Public
      Neural-operator element method
      Python
      •
      Apache License 2.0
      •9•71•0•0•Updated May 9, 2026May 9, 2026

    • manifold-deeponet

      Public
      Solving forward and inverse partial differential equation problems on unknown manifolds via physics-informed neural operators
      C++
      •
      Apache License 2.0
      •1•4•0•0•Updated Feb 11, 2026Feb 11, 2026

    • one-shot-pde

      Public
      One-shot learning for solution operators of partial differential equations
      Jupyter Notebook
      •
      Apache License 2.0
      •7•33•1•0•Updated Nov 20, 2025Nov 20, 2025

    • federated-sciml

      Public
      Federated scientific machine learning for approximating functions and solving differential equations with data heterogeneity
      Python
      •
      Apache License 2.0
      •1•7•1•0•Updated Oct 13, 2025Oct 13, 2025

    • neural-topology-optimization

      Public
      Neural topology optimization via active learning for efficient channel design in turbulent mass transfer
      Python
      •
      Apache License 2.0
      •2•17•0•0•Updated Oct 9, 2025Oct 9, 2025

    • pinn-valve-tissue-parameters

      Public
      A noninvasive method for determining elastic parameters of valve tissue using physics-informed neural networks
      Python
      •
      Apache License 2.0
      •4•8•0•0•Updated Oct 1, 2025Oct 1, 2025

    • pinn-macro-finance

      Public
      Deep learning for solving and estimating dynamic macro-finance models
      Python
      •
      Apache License 2.0
      •9•21•0•0•Updated Aug 23, 2025Aug 23, 2025

    • quantum-deeponet

      Public
      Quantum DeepONet: Neural operators accelerated by quantum computing
      Python
      •
      Apache License 2.0
      •2•23•0•0•Updated Jun 10, 2025Jun 10, 2025

    • sbinn

      Public
      Systems biology: Identifiability analysis and parameter identification via systems-biology-informed neural networks
      Python
      •
      Apache License 2.0
      •20•36•0•0•Updated Mar 20, 2025Mar 20, 2025

    • nested-fourier-deeponet-gcs-3d

      Public
      Efficient and generalizable nested Fourier-DeepONet for three-dimensional geological carbon sequestration
      Python
      •
      Apache License 2.0
      •3•8•0•0•Updated Jan 25, 2025Jan 25, 2025

    • pinn-heterogeneous-material

      Public
      Identifying heterogeneous micromechanical properties of biological tissues via physics-informed neural networks
      Python
      •
      Apache License 2.0
      •4•10•0•0•Updated Jan 24, 2025Jan 24, 2025

    • mixed-precision-sciml

      Public
      Speeding up and reducing memory usage for scientific machine learning via mixed precision
      Jupyter Notebook
      •
      Apache License 2.0
      •2•12•2•0•Updated Dec 27, 2024Dec 27, 2024

    • fourier-mionet-gcs

      Public
      Fourier-MIONet: Fourier-enhanced multiple-input neural operators for multiphase modeling of geological carbon sequestration
      Python
      •
      Apache License 2.0
      •5•19•4•0•Updated Sep 7, 2024Sep 7, 2024

    • pinn-thrombus-mri

      Public
      Transfer learning on physics-informed neural networks for tracking the hemodynamics in the evolving false lumen of dissected aorta
      Python
      •
      Apache License 2.0
      •2•17•0•0•Updated Aug 4, 2024Aug 4, 2024

    • fourier-deeponet-fwi

      Public
      Fourier-DeepONet: Fourier-enhanced deep operator networks for full waveform inversion with improved accuracy, generalizability, and robustness
      Python
      •
      Apache License 2.0
      •2•40•0•0•Updated Dec 29, 2023Dec 29, 2023

    • deeponet-fno

      Public
      A comprehensive and fair comparison of two neural operators (with practical extensions) based on FAIR data
      Python
      •
      Other
      •71•399•22•0•Updated Jul 14, 2023Jul 14, 2023

    • multifidelity-deeponet

      Public
      Multifidelity deep neural operators for efficient learning of partial differential equations with application to fast inverse design of nanoscale heat transport
      Jupyter Notebook
      •
      Apache License 2.0
      •15•44•2•0•Updated Jul 12, 2023Jul 12, 2023

    • pinn-material-identification

      Public
      Effective data sampling strategies and boundary condition constraints of physics-informed neural networks for identifying material properties in solid mechanics
      Python
      •
      Apache License 2.0
      •9•26•1•0•Updated Jul 3, 2023Jul 3, 2023

    • deeponet-extrapolation

      Public
      Reliable extrapolation of deep neural operators informed by physics or sparse observations
      Python
      •
      Apache License 2.0
      •6•30•0•0•Updated Jun 4, 2023Jun 4, 2023

    • mionet

      Public
      MIONet: Learning multiple-input operators via tensor product
      Python
      •
      Apache License 2.0
      •15•47•5•0•Updated Nov 13, 2022Nov 13, 2022

    • pinn-sampling

      Public
      A comprehensive study of non-adaptive and residual-based adaptive sampling for physics-informed neural networks
      Python
      •
      Apache License 2.0
      •17•107•6•0•Updated Oct 24, 2022Oct 24, 2022

    • gpinn

      Public
      Gradient-enhanced physics-informed neural networks for forward and inverse PDE problems
      Python
      •
      Apache License 2.0
      •21•115•6•0•Updated Apr 15, 2022Apr 15, 2022
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