Optimal Transport ML ML Frameworks

PyTorch implementations of optimal transport theory and algorithms, including neural optimal transport, Wasserstein distances, barycenters, and gradient flows. Does NOT include general deep learning frameworks, transportation logistics, or non-optimal-transport mathematical optimization methods.

There are 14 optimal transport ml frameworks tracked. 1 score above 70 (verified tier). The highest-rated is PythonOT/POT at 81/100 with 2,772 stars. 1 of the top 10 are actively maintained.

Get all 14 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=optimal-transport-ml&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

# Framework Score Tier
1 PythonOT/POT

POT : Python Optimal Transport

81
Verified
2 recursionpharma/gflownet

GFlowNet library specialized for graph & molecular data

42
Emerging
3 IShengFang/SpectralNormalizationKeras

Spectral Normalization for Keras Dense and Convolution Layers

40
Emerging
4 dfdazac/wassdistance

Approximating Wasserstein distances with PyTorch

37
Emerging
5 iamalexkorotin/NeuralOptimalTransport

PyTorch implementation of "Neural Optimal Transport" (ICLR 2023 Spotlight)

34
Emerging
6 PetrMokrov/Large-Scale-Wasserstein-Gradient-Flows

Source code for Large-Scale Wasserstein Gradient Flows (NeurIPS 2021)

30
Emerging
7 joisino/otbook

書籍『最適輸送の理論とアルゴリズム』のサポートページです。

30
Emerging
8 rhfeiyang/PPOT

Official implementation of 'P$^2$OT: Progressive Partial Optimal Transport...

24
Experimental
9 iamalexkorotin/Wasserstein2Barycenters

PyTorch implementation of the paper "Continuous Wasserstein-2 Barycenter...

22
Experimental
10 iamalexkorotin/KernelNeuralOptimalTransport

PyTorch implementation of "Kernel Neural Optimal Transport" (ICLR 2023)

22
Experimental
11 milenagazdieva/OT-Super-Resolution

Pytorch implementation of "An Optimal Transport Perspective on Unpaired...

22
Experimental
12 milenagazdieva/U-NOTBarycenters

PyTorch implementation of "Robust Barycenter Estimation using...

22
Experimental
13 iamalexkorotin/WassersteinIterativeNetworks

PyTorch implementation of "Wasserstein Iterative Networks for Barycenter...

15
Experimental
14 rhfeiyang/SPPOT

Official implementation of 'SP$^2$OT: Semantic-Regularized Progressive...

13
Experimental