Ecosyste.ms: Packages

An open API service providing package, version and dependency metadata of many open source software ecosystems and registries.

pypi.org "graph-neural-networks" keyword

job-shop-lib 0.4.0
An easy-to-use and modular Python library for the Job Shop Scheduling Problem (JSSP)
8 versions - Latest release: 9 days ago - 896 downloads last month - 9 stars on GitHub - 2 maintainers
stgraph 1.0.0
🌟 Vertex Centric approach for building GNN/TGNNs
1 version - Latest release: 6 months ago - 9 downloads last month - 9 stars on GitHub - 3 maintainers
Top 5.4% on pypi.org
adgc 1.0.3 removed
Awesome Deep Graph Clustering
4 versions - Latest release: over 1 year ago - 174 stars on GitHub
graph-weather 1.0.43 💰
Weather Forecasting with Graph Neural Networks
53 versions - Latest release: about 1 year ago - 1 dependent repositories - 416 downloads last month - 163 stars on GitHub - 2 maintainers
Top 7.0% on pypi.org
cogdl 0.5.3
An Extensive Research Toolkit for Deep Learning on Graphs
17 versions - Latest release: almost 2 years ago - 4 dependent repositories - 385 downloads last month - 1,672 stars on GitHub - 4 maintainers
graph-embeddings 0.1.0
Graph embeddings for downstream tasks
3 versions - Latest release: almost 2 years ago - 30 downloads last month - 5 stars on GitHub - 2 maintainers
mooon 0.0.1b0
Graph data augmentation library
1 version - Latest release: over 1 year ago - 14 downloads last month - 6 stars on GitHub - 2 maintainers
gnnlens 0.1.0
Visualization toolkit for Graph Neural Network
1 version - Latest release: over 2 years ago - 1 dependent repositories - 28 downloads last month - 209 stars on GitHub - 2 maintainers
Top 7.3% on pypi.org
molecule-generation 0.4.1
Implementations of deep generative models of molecules.
5 versions - Latest release: 4 months ago - 1 dependent package - 5 dependent repositories - 739 downloads last month - 239 stars on GitHub - 2 maintainers
jax-dimenet 1.0.0
DimeNet++ in Jax.
1 version - Latest release: about 2 years ago - 1 dependent repositories - 13 downloads last month - 15 stars on GitHub - 2 maintainers
pyhgf 0.0.17
The generalized, nodalized HGF for predictive coding.
17 versions - Latest release: 21 days ago - 223 downloads last month - 35 stars on GitHub - 2 maintainers
hugegraph-python 1.3.0
A Python SDK for Apache HugeGraph
12 versions - Latest release: about 1 month ago - 1 dependent repositories - 242 downloads last month - 28 stars on GitHub - 2 maintainers
hugegraph-llm 1.3.0
Integrating Apache HugeGraph with LLM.
1 version - Latest release: about 1 month ago - 25 stars on GitHub - 2 maintainers
Top 2.9% on pypi.org
dgllife 0.3.2
DGL-based package for Life Science
17 versions - Latest release: about 1 year ago - 5 dependent packages - 29 dependent repositories - 18.4 thousand downloads last month - 685 stars on GitHub - 1 maintainer
pai-easydist 0.1.0
Efficient Automatic Training System for Super-Large Models
1 version - Latest release: 8 months ago - 9 downloads last month - 66 stars on GitHub - 2 maintainers
euler2-gl 1.0.0
A toolset for network representation learning.
1 version - Latest release: almost 4 years ago - 1 dependent repositories - 10 downloads last month - 2,875 stars on GitHub - 2 maintainers
euler-gl 0.1.2
A toolset for network representation learning.
2 versions - Latest release: about 5 years ago - 1 dependent repositories - 11 downloads last month - 2,875 stars on GitHub - 2 maintainers
graph-learn 1.1.0
Python Interface for Graph Neural Network
3 versions - Latest release: over 1 year ago - 1 dependent repositories - 55 downloads last month - 1,254 stars on GitHub - 2 maintainers
neuralogic 0.7.13
PyNeuraLogic lets you use Python to create Differentiable Logic Programs.
47 versions - Latest release: 15 days ago - 1 dependent repositories - 530 downloads last month - 268 stars on GitHub - 1 maintainer
molgraph 0.6.7
Graph Neural Networks for Molecular Machine Learning
38 versions - Latest release: 3 days ago - 1 dependent repositories - 600 downloads last month - 44 stars on GitHub - 1 maintainer
testopenhgnn 1.2
OpenHGNN: an open-source toolkit for Heterogeneous Graph Neural Network
2 versions - Latest release: over 2 years ago - 1 dependent repositories - 14 downloads last month - 788 stars on GitHub - 1 maintainer
openhgnn-zihao 0.6.1 removed
An open-source toolkit for Heterogeneous Graph Neural Network
1 version - Latest release: 3 months ago - 130 downloads last month - 740 stars on GitHub - 1 maintainer
openhgnn 0.4.2
An open-source toolkit for Heterogeneous Graph Neural Network
8 versions - Latest release: 10 months ago - 1 dependent repositories - 338 downloads last month - 788 stars on GitHub - 1 maintainer
Top 0.7% on pypi.org
dgl 2.1.0
Deep Graph Library
64 versions - Latest release: 2 months ago - 35 dependent packages - 346 dependent repositories - 96 thousand downloads last month - 12,992 stars on GitHub - 1 maintainer
programl 0.3.2
A Graph-based Program Representation for Data Flow Analysis and Compiler Optimizations
4 versions - Latest release: over 2 years ago - 2 dependent repositories - 557 downloads last month - 285 stars on GitHub - 1 maintainer
benchtemp 1.1.1
BenchTemp: A General Benchmark for Evaluating Temporal Graph Neural Networks
3 versions - Latest release: 11 months ago - 26 downloads last month - 11 stars on GitHub - 2 maintainers
Top 1.9% on pypi.org
torch-cluster 1.6.3
PyTorch Extension Library of Optimized Graph Cluster Algorithms
34 versions - Latest release: 7 months ago - 19 dependent packages - 410 dependent repositories - 13.6 thousand downloads last month - 752 stars on GitHub - 1 maintainer
ensemble-gnn 1.0.3
Ensemble learning with graph neural networks
4 versions - Latest release: about 1 year ago - 42 downloads last month - 9 stars on GitHub - 1 maintainer
grb 0.1.0
Graph Robustness Benchmark
3 versions - Latest release: almost 3 years ago - 1 dependent repositories - 79 downloads last month - 89 stars on GitHub - 2 maintainers
txgnn 0.0.3
TxGNN
3 versions - Latest release: over 1 year ago - 32 downloads last month - 51 stars on GitHub - 2 maintainers
hivegraph 0.0.2
Python Framework based on PyG for working with Graph Neural Networks
2 versions - Latest release: 4 months ago - 17 downloads last month - 1 stars on GitHub - 2 maintainers
Top 3.9% on pypi.org
ktrain 0.41.3
ktrain is a wrapper for TensorFlow Keras that makes deep learning and AI more accessible and easi...
209 versions - Latest release: about 1 month ago - 83 dependent repositories - 9.68 thousand downloads last month - 1,198 stars on GitHub - 1 maintainer
Top 7.8% on pypi.org
chgnet 0.3.5
Pretrained Universal Neural Network Potential for Charge-informed Atomistic Modeling
12 versions - Latest release: 2 months ago - 2 dependent repositories - 12.6 thousand downloads last month - 194 stars on GitHub - 2 maintainers
deeprank2 3.0.2
DeepRank2 is an open-source deep learning framework for data mining of protein-protein interfaces...
6 versions - Latest release: about 2 months ago - 52 downloads last month - 28 stars on GitHub - 1 maintainer
gnnsubnet 0.2.1
Disease Subnetwork Detection with Explainable Graph Neural Networks
15 versions - Latest release: about 1 year ago - 1 dependent repositories - 181 downloads last month - 19 stars on GitHub - 1 maintainer
graphstam 1.2.10
Graph Based Spatio-Temporal Attention Models For Demand Forecasting
17 versions - Latest release: about 1 month ago - 212 downloads last month - 19,882 stars on GitHub - 1 maintainer
Top 1.8% on pypi.org
dglgo 0.0.2
DGL
2 versions - Latest release: almost 2 years ago - 4 dependent packages - 30 dependent repositories - 18.4 thousand downloads last month - 12,992 stars on GitHub - 1 maintainer
exper 0.2.0
This is a python package for running deep learning experiments. Users can rapidly run their exper...
5 versions - Latest release: 7 days ago - 43 downloads last month - 1,378 stars on GitHub - 2 maintainers
graphchem 2.1.2
Graph-based machine learning for chemical property prediction
9 versions - Latest release: 9 months ago - 1 dependent repositories - 50 downloads last month - 26 stars on GitHub - 2 maintainers
lagrangebench 0.1.2
LagrangeBench: A Lagrangian Fluid Mechanics Benchmarking Suite
5 versions - Latest release: 4 months ago - 26 downloads last month - 49 stars on GitHub - 3 maintainers
pyg-multiagent 0.0.5
Python Package for Multi-Agent Learning
5 versions - Latest release: over 1 year ago - 1 dependent repositories - 38 downloads last month - 6 stars on GitHub - 1 maintainer
ptgnn 0.10.4
Graph Neural Network library for PyTorch
18 versions - Latest release: over 2 years ago - 1 dependent repositories - 225 downloads last month - 372 stars on GitHub - 3 maintainers
Top 3.0% on pypi.org
torch-spline-conv 1.2.2
Implementation of the Spline-Based Convolution Operator of SplineCNN in PyTorch
12 versions - Latest release: about 1 year ago - 15 dependent packages - 437 dependent repositories - 6.31 thousand downloads last month - 164 stars on GitHub - 1 maintainer
deepinteract 1.0.9
A geometric deep learning pipeline for predicting protein interface contacts.
9 versions - Latest release: over 2 years ago - 1 dependent repositories - 41 downloads last month - 52 stars on GitHub - 2 maintainers
Top 0.5% on pypi.org
torch-geometric 2.5.3
Graph Neural Network Library for PyTorch
42 versions - Latest release: 22 days ago - 95 dependent packages - 1,062 dependent repositories - 285 thousand downloads last month - 19,882 stars on GitHub - 1 maintainer
gtrick 0.0.dev2 💰
Bag of Tricks for Graph Neural Networks
2 versions - Latest release: almost 2 years ago - 1 dependent repositories - 72 downloads last month - 269 stars on GitHub - 2 maintainers
Top 1.6% on pypi.org
ogb 1.3.6
Open Graph Benchmark
19 versions - Latest release: about 1 year ago - 12 dependent packages - 289 dependent repositories - 38.5 thousand downloads last month - 1,871 stars on GitHub - 1 maintainer
aprile 0.1.0
Adverse Polypharmacy Reaction Intelligent Learner and Explainer (APRILE) -- An explainable machin...
1 version - Latest release: over 2 years ago - 1 dependent repositories - 29 downloads last month - 7 stars on GitHub - 1 maintainer
sgl-dair 0.1.5
Graph Neural Network (GNN) toolkit targeting scalable graph learning
3 versions - Latest release: almost 2 years ago - 1 dependent repositories - 26 downloads last month - 127 stars on GitHub - 2 maintainers
Top 2.9% on pypi.org
torch-geometric-temporal 0.54.0 💰
A Temporal Extension Library for PyTorch Geometric.
46 versions - Latest release: over 1 year ago - 4 dependent packages - 18 dependent repositories - 2.27 thousand downloads last month - 2,491 stars on GitHub - 2 maintainers
photonai-graph 0.2.5
PHOTON Graph - Graph machine learning with photonai.
8 versions - Latest release: about 1 year ago - 63 downloads last month - 8 stars on GitHub - 6 maintainers
Top 5.7% on pypi.org
graphein 1.7.6 💰
Protein & Interactomic Graph Construction for Machine Learning
30 versions - Latest release: 3 months ago - 1 dependent package - 3 dependent repositories - 1.5 thousand downloads last month - 927 stars on GitHub - 1 maintainer
rec-pangu 0.4.1
Some Rank/Multi-task model implemented by Pytorch
42 versions - Latest release: 10 months ago - 68 downloads last month - 146 stars on GitHub - 1 maintainer
graphwar 0.1.0
Arms Race in Adversarial Graph Learning
1 version - Latest release: almost 2 years ago - 16 downloads last month - 81 stars on GitHub - 2 maintainers
Top 6.2% on pypi.org
gs-coordinator 0.27.0
🔨 🍇 💻 🚀 GraphScope: A One-Stop Large-Scale Graph Computing System from Alibaba | 一站式图计算系统
522 versions - Latest release: about 1 month ago - 1 dependent package - 1 dependent repositories - 1.67 thousand downloads last month - 3,101 stars on GitHub - 5 maintainers
scslat 0.2.1
A graph deep learning based tool to align single cell spatial omics data
2 versions - Latest release: about 1 year ago - 39 downloads last month - 56 stars on GitHub - 2 maintainers
garnn 1.0.3
TensorFlow implementation of the Graphical Attention Recurrent Neural Net Model
6 versions - Latest release: over 4 years ago - 1 dependent repositories - 18 downloads last month - 25 stars on GitHub - 1 maintainer
hippynn 0.0.3
The hippynn python package - a modular library for atomistic machine learning with pytorch
3 versions - Latest release: 3 months ago - 20 downloads last month - 53 stars on GitHub - 4 maintainers
bird-cloud-gnn 0.1.0
Graph Neural Network for bird point cloud data
1 version - Latest release: 6 months ago - 17 downloads last month - 7 stars on GitHub - 2 maintainers
imgraph 0.0.9
Graph Neural Network Library Built On Top Of PyTorch and PyTorch Geometric
8 versions - Latest release: about 1 year ago - 46 downloads last month - 1 stars on GitHub - 2 maintainers
pyg-library 0.2.0
Low-Level Graph Neural Network Operators for PyG
1 version - Latest release: about 1 year ago - 1 dependent package - 1 dependent repositories - 232 downloads last month - 153 stars on GitHub - 2 maintainers
graphlearn-torch 0.2.2
Graph Learning for PyTorch (GraphLearn-for-PyTorch)
6 versions - Latest release: 3 months ago - 117 downloads last month - 106 stars on GitHub - 2 maintainers
Top 3.1% on pypi.org
stellargraph 1.2.1
Python library for machine learning on graphs
24 versions - Latest release: almost 4 years ago - 1 dependent package - 46 dependent repositories - 7.31 thousand downloads last month - 2,877 stars on GitHub - 3 maintainers
stellargraph-mvisani 1.3.1b0
Python library for machine learning on graphs
2 versions - Latest release: 9 months ago - 65 downloads last month - 2,877 stars on GitHub - 2 maintainers
Top 3.2% on pypi.org
recbole 1.2.0
A unified, comprehensive and efficient recommendation library
9 versions - Latest release: 6 months ago - 1 dependent package - 21 dependent repositories - 4.01 thousand downloads last month - 3,174 stars on GitHub - 1 maintainer
greatx 0.0.1b0
Arms Race in Adversarial Graph Learning
1 version - Latest release: over 1 year ago - 15 downloads last month - 80 stars on GitHub - 1 maintainer
Top 2.7% on pypi.org
spektral 1.3.1
Graph Neural Networks with Keras and TensorFlow.
35 versions - Latest release: 4 months ago - 5 dependent packages - 42 dependent repositories - 6.84 thousand downloads last month - 2,336 stars on GitHub - 1 maintainer
graphlog 1.0.0
API to interface with the GraphLog Dataset
6 versions - Latest release: over 3 years ago - 1 dependent repositories - 58 downloads last month - 19,882 stars on GitHub - 4 maintainers
autogl 0.4.0
AutoML tools for graph-structure dataset
3 versions - Latest release: over 1 year ago - 80 downloads last month - 1,059 stars on GitHub - 1 maintainer
haiku-geometric 0.0.5
A collection of graph neural networks implementations in JAX
7 versions - Latest release: 8 months ago - 1 dependent repositories - 48 downloads last month - 28 stars on GitHub - 1 maintainer
dhg 0.9.4
DHG is a Deep Learning Framework for Graph Neural Network and Hypergraph Neural Networks.
5 versions - Latest release: 3 months ago - 1 dependent repositories - 461 downloads last month - 512 stars on GitHub - 1 maintainer
librecommender-limited 0.1 removed
A collaborative-filtering and content-based recommender system for both explicit and implicit dat...
3 versions - Latest release: almost 3 years ago - 7 downloads last month - 216 stars on GitHub - 1 maintainer
librec 0.0.5 removed
A collaborative-filtering and content-based recommender system for both explicit and implicit dat...
4 versions - Latest release: over 4 years ago - 1 dependent repositories - 16 downloads last month - 216 stars on GitHub - 1 maintainer
atomind-mlip 0.0.1
1 version - Latest release: about 2 months ago - 40 downloads last month - 2 maintainers
torch-spatiotemporal 0.9.4
A PyTorch library for spatiotemporal data processing
7 versions - Latest release: 9 months ago - 1 dependent repositories - 299 downloads last month - 210 stars on GitHub - 1 maintainer
mlip-arena 0.0.1
1 version - Latest release: about 2 months ago - 67 downloads last month - 2 maintainers
Top 6.5% on pypi.org
pyg-nightly 2.6.0.dev20240425
Graph Neural Network Library for PyTorch
746 versions - Latest release: 17 days ago - 6 dependent repositories - 18.3 thousand downloads last month - 19,882 stars on GitHub - 1 maintainer
nichecompass 0.1.2
End-to-end analysis of spatial multi-omics data
3 versions - Latest release: 3 months ago - 50 downloads last month - 24 stars on GitHub - 2 maintainers
coverage-control 1.2.0
Library for large-scale coverage control using robot swarms
3 versions - Latest release: 16 days ago - 53 downloads last month - 3 stars on GitHub - 1 maintainer
Top 6.4% on pypi.org
pygod 1.1.0
A Python Library for Graph Outlier Detection (Anomaly Detection)
8 versions - Latest release: 3 months ago - 2 dependent repositories - 974 downloads last month - 1,170 stars on GitHub - 3 maintainers
Top 5.0% on pypi.org
dgl-cu102 0.6.1
Deep Graph Library
11 versions - Latest release: about 3 years ago - 19 dependent repositories - 541 downloads last month - 12,992 stars on GitHub - 1 maintainer
Top 5.4% on pypi.org
dgl-cu100 0.5.3
Deep Graph Library
46 versions - Latest release: over 3 years ago - 7 dependent repositories - 679 downloads last month - 12,992 stars on GitHub - 1 maintainer
Top 3.6% on pypi.org
dgl-cu111 0.6.1
Deep Graph Library
2 versions - Latest release: about 3 years ago - 1 dependent package - 75 dependent repositories - 590 downloads last month - 12,992 stars on GitHub - 1 maintainer
Top 4.8% on pypi.org
dgl-cu110 0.6.1
Deep Graph Library
4 versions - Latest release: about 3 years ago - 10 dependent repositories - 539 downloads last month - 12,992 stars on GitHub - 1 maintainer
Top 3.7% on pypi.org
dgl-cu101 0.6.1
Deep Graph Library
12 versions - Latest release: about 3 years ago - 1 dependent package - 19 dependent repositories - 635 downloads last month - 12,992 stars on GitHub - 1 maintainer
Top 6.7% on pypi.org
dgl-cu92 0.6.1
Deep Graph Library
71 versions - Latest release: about 3 years ago - 2 dependent repositories - 921 downloads last month - 12,992 stars on GitHub - 1 maintainer
Top 8.7% on pypi.org
dgl-cu90 0.5.3
Deep Graph Library
46 versions - Latest release: over 3 years ago - 2 dependent repositories - 602 downloads last month - 12,992 stars on GitHub - 1 maintainer
pvplr-stgnn 1.0.10
PV Performance Loss Rate Estimation using Spatio-temporal Graph Neural Networks
33 versions - Latest release: over 1 year ago - 124 downloads last month - 5 stars on GitHub - 4 maintainers
torch-quiver 0.1.1
Distributed Graph Learning Library for Pytorch Geometric
6 versions - Latest release: about 2 years ago - 1 dependent repositories - 15 downloads last month - 281 stars on GitHub - 1 maintainer
syn-nli 0.0.4
package for the paper Syntax Aware Natural Language Inference@<link>
4 versions - Latest release: over 3 years ago - 1 dependent repositories - 22 downloads last month - 4 stars on GitHub - 2 maintainers
graph-ood 0.1.0
GOOD: A Graph Out-of-Distribution Benchmark
1 version - Latest release: almost 2 years ago - 6 downloads last month - 167 stars on GitHub - 2 maintainers
graphlime 1.2.0
A package
3 versions - Latest release: over 3 years ago - 2 dependent repositories - 51 downloads last month - 71 stars on GitHub - 2 maintainers
Top 4.7% on pypi.org
deeprobust 0.2.10
A PyTorch library for adversarial robustness learning for image and graph data.
14 versions - Latest release: 21 days ago - 1 dependent package - 12 dependent repositories - 2.5 thousand downloads last month - 936 stars on GitHub - 2 maintainers
Top 2.7% on pypi.org
jraph 0.0.6.dev0
Jraph: A library for Graph Neural Networks in Jax
4 versions - Latest release: over 1 year ago - 11 dependent packages - 139 dependent repositories - 12 thousand downloads last month - 1,314 stars on GitHub - 4 maintainers
graphgallery 1.0.0
A Gallery for Benchmarking Graph Neural Networks and Graph Adversarial Learning.
20 versions - Latest release: over 2 years ago - 1 dependent repositories - 150 downloads last month - 451 stars on GitHub - 2 maintainers
Top 6.2% on pypi.org
gs-engine 0.27.0
🔨 🍇 💻 🚀 GraphScope: A One-Stop Large-Scale Graph Computing System from Alibaba | 一站式图计算系统
512 versions - Latest release: about 1 month ago - 1 dependent package - 1 dependent repositories - 1.78 thousand downloads last month - 3,088 stars on GitHub - 4 maintainers
Top 6.2% on pypi.org
gs-apps 0.27.0
🔨 🍇 💻 🚀 GraphScope: A One-Stop Large-Scale Graph Computing System from Alibaba | 一站式图计算系统
509 versions - Latest release: about 1 month ago - 1 dependent package - 1 dependent repositories - 1.88 thousand downloads last month - 3,088 stars on GitHub - 4 maintainers
Top 6.2% on pypi.org
gs-include 0.27.0
🔨 🍇 💻 🚀 GraphScope: A One-Stop Large-Scale Graph Computing System from Alibaba | 一站式图计算系统
512 versions - Latest release: about 1 month ago - 1 dependent package - 1 dependent repositories - 1.81 thousand downloads last month - 3,088 stars on GitHub - 4 maintainers
pygaiax 0.1.1
GPU for GraphScope
1 version - Latest release: about 2 years ago - 1 dependent repositories - 12 downloads last month - 3,088 stars on GitHub - 1 maintainer
graphscope-gaiax 0.1.1
GPU for GraphScope
1 version - Latest release: about 2 years ago - 1 dependent repositories - 6 downloads last month - 3,088 stars on GitHub - 1 maintainer
Related Keywords
deep-learning 65 pytorch 52 machine-learning 27 graph 27 geometric-deep-learning 25 data-science 21 graph-data 20 big-data 18 graph-analytics 18 graph-computation 18 analytics 18 graph-computing 18 gremlin 18 graph-convolutional-networks 17 python 16 Graph Computations 16 GraphScope 16 pytorch-geometric 11 dgl 8 tensorflow 8 deep learning 7 bioinformatics 7 graph-machine-learning 7 graph neural networks 7 graph-embedding 6 graphs 6 collaborative-filtering 5 benchmark 5 gcn 5 ctr-prediction 5 network-embedding 5 gnn 5 sequential-recommendation 5 knowledge-graph 5 recommendation-system 4 recommender-system 4 machine learning 4 graph neural network 4 adversarial-attacks 4 networkx 4 graph-algorithms 4 drug-discovery 4 jax 4 link-prediction 4 distribution-shift 3 graph-learning 3 llm 3 explainable-ai 3 neural-architecture-search 3 graph-analysis 3 temporal-data 3 heterogeneous 3 keras 3 temporal-graphs 3 learning 3 recommender 3 geometric-adversarial-learning 3 torch_geometric 3 Deep Learning 3 neural-networks 3 node2vec 3 stellargraph-library 3 networks 2 deeplearning 2 ggnn 2 spatial-data 2 spatio-temporal-analysis 2 spatio-temporal-data 2 graphsage 2 spatiotemporal 2 Recommender System 2 random-walk 2 Collaborative Filtering 2 Data Mining 2 computational-biology 2 temporal-graph-networks 2 open-source 2 dynamic-graph 2 Content-Based 2 huggingface 2 machine-learning-interatomic-potentials 2 cython 2 distributed 2 library 2 reinforcement-learning 2 transformers 2 heterogeneous-networks 2 interpretability 2 machine-learning-algorithms 2 saliency-map 2 machine 2 representation-learning 2 ppi-networks 2 graph-deep-learning 2 spatial-transcriptomics 2 graph machine learning 2 graph representation learning 2 spatial-omics 2 Matrix Factorization 2 distributed-computing 2