Official Github Repository for paper "Mitigating Propagation Failures in Physics-informed Neural Networks using Retain-Resample-Release (R3) Sampling" (accepted at ICML 2023)
☆13Jun 10, 2023Updated 2 years ago
Alternatives and similar repositories for r3_sampling_icml2023
Users that are interested in r3_sampling_icml2023 are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- [NeurIPS 2023 Spotlight] Separable Physics-Informed Neural Networks☆90Oct 25, 2023Updated 2 years ago
- Official code for "DMIS: Dynamic Mesh-based Importance Sampling for Training Physics-Informed Neural Networks" (AAAI 2023)☆18Jan 17, 2024Updated 2 years ago
- The lid-driven cavity is a popular problem within the field of computational fluid dynamics (CFD) for validating computational methods. I…☆16Dec 14, 2021Updated 4 years ago
- Solving various PDEs by employing Siren, with JAX implementation.☆10Apr 13, 2025Updated last year
- a clean blog☆10Apr 20, 2020Updated 6 years ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- ☆11Mar 31, 2021Updated 5 years ago
- ☆14Dec 9, 2024Updated last year
- This is the official implementation of "Deep Fuzzy Physics-Informed Neural Networks for Forward and Inverse PDE Problems" (Neural Network…☆27Oct 14, 2025Updated 7 months ago
- This is the repository for the code used in the ICML23 paper called "Achieving High Accuracy with PINNs via Energy Natural Gradient Desce…☆30Oct 22, 2024Updated last year
- This is the official implementation of "CoPINN: Cognitive Physics-informed Neural Network" (ICML 2025, Spotlight)☆21Apr 12, 2026Updated last month
- ☆40Jun 17, 2022Updated 3 years ago
- ☆12Apr 18, 2023Updated 3 years ago
- ☆10Dec 17, 2019Updated 6 years ago
- Code accompanying the manuscript "Augmented Physics-Informed Neural Networks (APINNs): A gating network-based soft domain decomposition m…☆16Sep 18, 2023Updated 2 years ago
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- Enhancing the convergence speed by 2x and improving the training success of Physics-Informed Neural Networks (PINNs).☆13Oct 14, 2024Updated last year
- ☆11Jan 5, 2021Updated 5 years ago
- [NeurIPS 2022] Minimizing L_inf Physics-Informed Loss for PINN with adversarial training☆39Feb 28, 2023Updated 3 years ago
- Full-potential Linearized Augmented Plane Wave code FLEUR: All-electron DFT (repo mirror)☆19May 22, 2026Updated last week
- Simplified implementation of locally adaptive activation functions (LAAF) with slope recovery for deep and physics-informed neural networ…☆31Mar 8, 2021Updated 5 years ago
- All the code available to reproduce the paper "Deep Learning Surrogate of Computational Fluid Dynamics for Thrombus Formation Risk in the…☆13Nov 7, 2019Updated 6 years ago
- Convolution Neural Network based solution for 2D steady state Navier Stokes equation for submerged badies☆13May 3, 2021Updated 5 years ago
- A GNN-based PDE solver without pre-computed data☆40Jun 11, 2025Updated 11 months ago
- ☆38Dec 15, 2024Updated last year
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Code accompanying "Inverse-Dirichlet Weighting Enables Reliable Training of Physics Informed Neural Networks", Maddu et al., 2021☆14Nov 3, 2021Updated 4 years ago
- ☆16Oct 29, 2023Updated 2 years ago
- ☆13Jul 1, 2022Updated 3 years ago
- 复现CICP论文提出的几种改进PINN性能的方法☆26Jul 2, 2025Updated 10 months ago
- ☆41May 8, 2020Updated 6 years ago
- This is the official implementation of "Fuzzy Multimodal Learning for Trusted Cross-modal Retrieval" (CVPR 2025)☆40Apr 29, 2026Updated last month
- Code for "DPOT: Auto-Regressive Denoising Operator Transformer for Large-Scale PDE Pre-Training"☆70Jun 10, 2024Updated last year
- DAS: A deep adaptive sampling method for solving high-dimensional partial differential equations☆40Nov 20, 2024Updated last year
- 这是一个基于 Python 有限元理论，算法与应用的仓库☆14Oct 18, 2019Updated 6 years ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- ☆22Apr 21, 2023Updated 3 years ago
- ☆13Dec 3, 2024Updated last year
- Notes and examples on how to solve partial differential equations with numerical methods, using Python.☆43Apr 30, 2023Updated 3 years ago
- Code for Data-driven modeling and scientific computation☆54Oct 15, 2024Updated last year
- Notes app demo sourcecode (to go along with video)☆11Mar 16, 2020Updated 6 years ago
- ☆20May 25, 2024Updated 2 years ago
- A Python toolkit to calculate and visualize turbulence anisotropy and turbulent viscosity from Reynolds stress tensor data.☆22Dec 22, 2023Updated 2 years ago