Top geometric-deep-learning open source projects

StellarGraph - Machine Learning on Graphs

✭ 2,235

python machine-learning machine-learning-algorithms graphs interpretability data-science deep-learning networkx graph-data graph-analysis graph-machine-learning link-prediction graph-convolutional-networks gcn saliency-map geometric-deep-learning graph-neural-networks heterogeneous-networks stellargraph-library

Pytorch geometric

Graph Neural Network Library for PyTorch

✭ 13,359

python pytorch deep-learning graph-convolutional-networks geometric-deep-learning graph-neural-networks

overlapping-community-detection

Implementation of "Overlapping Community Detection with Graph Neural Networks"

✭ 79

Jupyter Notebook python community-detection pytorch overlapping-community-detection geometric-deep-learning graph-neural-networks

chemicalx

A PyTorch and TorchDrug based deep learning library for drug pair scoring.

hsn

Code for SIGGRAPH paper CNNs on Surfaces using Rotation-Equivariant Features

✭ 71

python Jupyter Notebook C++CMake pytorch convolutional-neural-networks siggraph 3d geometric-deep-learning pytorch-geometric

GNNs-in-Network-Neuroscience

A review of papers proposing novel GNN methods with application to brain connectivity published in 2017-2020.

✭ 92

biomarker gans brain-connectivity geometric-deep-learning gnns network-neuroscience gnn graph-neural-network graph-fusion graph-synthesis graph-prediction brain-disorders graph-superresolution predictive-intelligence graph-integration graph-timeseries brain-gnn

graph-convnet-tsp

Code for the paper 'An Efficient Graph Convolutional Network Technique for the Travelling Salesman Problem' (INFORMS Annual Meeting Session 2019)

✭ 196

python Jupyter Notebook deep-learning pytorch combinatorial-optimization travelling-salesman-problem geometric-deep-learning graph-neural-networks

GeometricFlux.jl

Geometric Deep Learning for Flux

✭ 288

julia TeX ruby flux machine-learning deep-learning geometric-deep-learning graph-neural-networks juliagraphs

gnn-lspe

Source code for GNN-LSPE (Graph Neural Networks with Learnable Structural and Positional Representations), ICLR 2022

✭ 165

python Jupyter Notebook shell graphs transformers attention representation-learning molecules message-passing lspe geometric-deep-learning graph-neural-networks graph-representation-learning gnn graph-deep-learning positional-encoding graph-transformer transformer-networks gnn-lspe

kglib

TypeDB-ML is the Machine Learning integrations library for TypeDB

Building-Dataset-Generator

Procedural 3D data generation pipeline for architecture

✭ 47

python Batchfile architecture dataset dataset-generation 3d-data geometric-deep-learning

ALIGNet

code to train a neural network to align pairs of shapes without needing ground truth warps for supervision

✭ 58

Cuda lua c CMake shell machine-learning deep-learning computer-graphics torch shape-analysis self-supervised geometric-deep-learning shape-alignment shape-matching

MultiGraphGAN

MultiGraphGAN for predicting multiple target graphs from a source graph using geometric deep learning.

✭ 16

python generative-adversarial-network gan graph-generation brain-connectivity predictive-learning geometric-deep-learning multimodal-deep-learning multi-view-learning brain-graphs predictive-intelligence source-graph target-graph morphological-brain-networks

gp

🏭 Geometry Processing at LMU Munich

✭ 21

typescript C#ShaderLab javascript python HLSL geometry-processing geometric-deep-learning lmu-munich

Top 14 geometric-deep-learning open source projects