This repository contains the code for the paper: Monte Carlo Neural PDE Solver for Learning PDEs via Probabilistic Representation (IEEE TPAMI 2025)
☆22Mar 8, 2025Updated last year
Alternatives and similar repositories for MCNP
Users that are interested in MCNP are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Neural Walk-on-Spheres☆22Jul 21, 2024Updated last year
- Based on "Monte Carlo Geometry Processing: A Grid-Free Approach to PDE-Based Methods on Volumetric Domains"☆14Dec 9, 2020Updated 5 years ago
- ☆14Dec 6, 2021Updated 4 years ago
- Spectral methods in matlab☆12Mar 27, 2025Updated last year
- Uncertainty quantification for data-driven weather models.☆15Apr 9, 2025Updated last year
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- The Julia module for Multilevel Monte Carlo methods☆11Mar 10, 2026Updated 2 months ago
- Code for "Cascading upper bounds for triangle soup Pompeiu-Hausdorff distance" (SGP 2024). Authors: Leonardo Sacht and Alec Jacobson.☆23Jun 7, 2025Updated 11 months ago
- Deep BSDE solver in Pytorch☆15Nov 12, 2024Updated last year
- This repository contains the code for the paper: Deciphering and integrating invariants for neural operator learning with various physica…☆13Mar 18, 2024Updated 2 years ago
- ☆23Aug 14, 2025Updated 9 months ago
- code for "Universal Functional Regression with Neural Operator Flows" TMLR 2024☆22Jun 19, 2025Updated 11 months ago
- Code for "DPOT: Auto-Regressive Denoising Operator Transformer for Large-Scale PDE Pre-Training"☆70Jun 10, 2024Updated last year
- Official codebase for "Score-based Diffusion Models in Function Space"☆19Jan 23, 2025Updated last year
- Streamlined version of the 4dvarnet algorithm: probably a good starting point to understand and applying it☆16May 21, 2026Updated last week
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- [ICLR 2024] Official implementation for the paper "Continuous Field Reconstruction from Sparse Observations with Implicit Neural Networks…☆19Aug 29, 2025Updated 9 months ago
- ☆71Aug 19, 2025Updated 9 months ago
- Tutorial and resources for grid-free Monte Carlo methods for physics simulation☆34May 14, 2026Updated 2 weeks ago
- ☆17Jun 10, 2022Updated 3 years ago
- [NeurIPS 2025 Spotlight] "Stochastic Process Learning via Operator Flow Matching"☆22Apr 26, 2026Updated last month
- [NeurIPS'23] Uncertainty Estimation for Safety-critical Scene Segmentation via Fine-grained Reward Maximization☆19Aug 4, 2024Updated last year
- PDE Preserved Neural Network☆58May 15, 2025Updated last year
- ☆43Jan 27, 2026Updated 4 months ago
- ☆19Oct 18, 2024Updated last year
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- ☆21Aug 24, 2025Updated 9 months ago
- Code for reproducing the experiments in the paper "On Conditional Diffusion Models for PDE Simulations".☆27Nov 6, 2024Updated last year
- ☆22Mar 1, 2024Updated 2 years ago
- LONG-TERM TYPHOON TRAJECTORY PREDICTION: A PHYSICS-CONDITIONED APPROACH WITHOUT REANALYSIS DATA☆21Jun 24, 2024Updated last year
- Differentiable Spline Approximations☆14Sep 3, 2023Updated 2 years ago
- ☆29Oct 30, 2023Updated 2 years ago
- Neural Stochastic PDEs: resolution-invariant modelling of continuous spatiotemporal dynamics☆58Nov 27, 2022Updated 3 years ago
- NeLo: Neural Laplacian Operators on Point Clouds☆30May 24, 2025Updated last year
- [ICLR26 Oral] RealPDEBench: A Benchmark for Complex Physical Systems with Paired Real-World and Simulated Data☆87May 14, 2026Updated 2 weeks ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- ☆43Jun 18, 2023Updated 2 years ago
- [NeurIPS 2025] Official pytorch repository for "Guided Diffusion Sampling on Function Spaces with Applications to PDEs"☆46Apr 4, 2026Updated last month
- [ICML 2025] M2PDE: Compositional Generative Multiphysics and Multi-component PDE Simulation.☆25Apr 1, 2026Updated last month
- Convolutions and more as einsum for PyTorch☆18Jun 6, 2024Updated last year
- Benchmark for learning stiff problems using physics-informed machine learning☆13Dec 15, 2021Updated 4 years ago
- Publication of Python code used to train ModalPINN☆11May 5, 2022Updated 4 years ago
- Learning function operators with neural networks.☆35Aug 22, 2024Updated last year