Updated 11 months ago

SciMLBenchmarks • Rank 11.5 • Science 67%

Scientific machine learning (SciML) benchmarks, AI for science, and (differential) equation solvers. Covers Julia, Python (PyTorch, Jax), MATLAB, R

Updated 11 months ago

JumpProcesses • Rank 17.6 • Science 59%

Build and simulate jump equations like Gillespie simulations and jump diffusions with constant and state-dependent rates and mix with differential equations and scientific machine learning (SciML)

Updated 11 months ago

SciMLSensitivity • Rank 16.8 • Science 54%

A component of the DiffEq ecosystem for enabling sensitivity analysis for scientific machine learning (SciML). Optimize-then-discretize, discretize-then-optimize, adjoint methods, and more for ODEs, SDEs, DDEs, DAEs, etc.

Updated 11 months ago

DiffEqBayes • Rank 11.2 • Science 54%

Extension functionality which uses Stan.jl, DynamicHMC.jl, and Turing.jl to estimate the parameters to differential equations and perform Bayesian probabilistic scientific machine learning

Updated 11 months ago

DiffEqCallbacks • Rank 17.6 • Science 36%

A library of useful callbacks for hybrid scientific machine learning (SciML) with augmented differential equation solvers

Updated 11 months ago

BVProblemLibrary • Rank 11.9 • Science 36%

A library of premade problems for examples and testing differential equation solvers and other SciML scientific machine learning tools

Updated 11 months ago

diffeqdocs.jl • Rank 11.1 • Science 36%

Documentation for the DiffEq differential equations and scientific machine learning (SciML) ecosystem

Updated 11 months ago

torchdyn • Rank 10.6 • Science 36%

A PyTorch library entirely dedicated to neural differential equations, implicit models and related numerical methods

Updated 11 months ago

coarsegrained-md-neural-ode • Rank 1.4 • Science 26%

Thesis repository on neural ordinary differential equations used for coarse-graining molecular dynamics

Updated 11 months ago

scimltutorialsoutput • Rank 5.3 • Science 10%

Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.

Updated 11 months ago

https://github.com/avik-pal/regneuralde.jl • Rank 4.1 • Science 10%

Official Implementation of "Opening the Blackbox: Accelerating Neural Differential Equations by Regularizing Internal Solver Heuristics" (ICML 2021)

Updated 11 months ago

neural-ode-ion-channels • Science 23%

Code and figures for "Neural network differential equations for ion channel modelling".

Updated 11 months ago

torchode • Science 44%

A parallel ODE solver for PyTorch

Updated 11 months ago

https://github.com/chenliu-1996/imageflownet • Science 23%

[ICASSP 2025 Oral] ImageFlowNet: Forecasting Multiscale Image-Level Trajectories of Disease Progression with Irregularly-Sampled Longitudinal Medical Images

Updated 11 months ago

BridgeDiffEq • Science 54%

A thin wrapper over Bridge.jl for the SciML scientific machine learning common interface, enabling new methods for neural stochastic differential equations (neural SDEs)