intell-sci-comput / PTS
Official PyTorch implementation of PTS/PSRN: Fast and efficient symbolic expression discovery through parallelized tree search. Evaluates millions of expressions simultaneously on GPU with automated subtree reuse.
☆16Updated 2 months ago
Alternatives and similar repositories for PTS
Users that are interested in PTS are comparing it to the libraries listed below
Sorting:
- code of ICLR 2024 paper Reinforcement Symbolic Regression Machine☆13Updated last year
- Deep identification of symbolic open-form PDEs via enhanced reinforcement-learning☆34Updated 5 months ago
- Tackling the Curse of Dimensionality with Physics-Informed Neural Networks☆13Updated last year
- [ICLR2025] Wavelet Diffusion Neural Operator (WDNO) uses diffusion models on wavelet space for generative PDE simulation and control.☆30Updated 3 weeks ago
- PROSE: Predicting Multiple Operators and Symbolic Expressions☆25Updated last month
- ☆28Updated 2 years ago
- ☆21Updated 11 months ago
- Differential equation neural operator☆22Updated last year
- Inducing Point Operator Transformer: A Flexible and Scalable Architecture for Solving PDEs (AAAI 2024)☆11Updated 9 months ago
- ☆13Updated 8 months ago
- ICON for in-context operator learning☆51Updated 2 months ago
- Code for orthogonal neural operator☆15Updated last year
- About Code Release for "Solving High-Dimensional PDEs with Latent Spectral Models" (ICML 2023), https://arxiv.org/abs/2301.12664☆71Updated last month
- Neural Stochastic PDEs: resolution-invariant modelling of continuous spatiotemporal dynamics☆52Updated 2 years ago
- This repository contains code for the paper "MAgNet: Mesh-Agnostic Neural PDE Solver" https://arxiv.org/abs/2210.05495☆37Updated last year
- Code for "DPOT: Auto-Regressive Denoising Operator Transformer for Large-Scale PDE Pre-Training"☆49Updated 11 months ago
- ☆16Updated 9 months ago
- ☆15Updated last week
- [NeurIPS 23] Official Code for "Learning Efficient Surrogate Dynamic Models with Graph Spline Networks"☆16Updated 9 months ago
- Code for "DPOT: Auto-Regressive Denoising Operator Transformer for Large-Scale PDE Pre-Training"☆55Updated 11 months ago
- AL4PDE: A Benchmark for Active Learning for Neural PDE Solvers☆22Updated 2 months ago
- ☆33Updated 11 months ago
- Code for reproducing the experiments in the paper "On Conditional Diffusion Models for PDE Simulations".☆21Updated 6 months ago
- ☆13Updated last year
- ☆43Updated last year
- Source code of "Learning nonlinear operators in latent spaces for real-time predictions of complex dynamics in physical systems."☆62Updated 3 weeks ago
- [ICLR24] A boundary-embedded neural operator that incorporates complex boundary shape and inhomogeneous boundary values☆27Updated 5 months ago
- ☆24Updated 2 years ago
- PyTorch implemention of the Position-induced Transformer for operator learning in partial differential equations☆18Updated 6 months ago
- ☆37Updated 2 months ago