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Top 10 Python geometric-deep-learning Projects
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Project mention: PyG 2.0: Scalable Learning on Real World Graphs | news.ycombinator.com | 2025-08-16
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deep_gcns_torch
Pytorch Repo for DeepGCNs (ICCV'2019 Oral, TPAMI'2021), DeeperGCN (arXiv'2020) and GNN1000(ICML'2021): https://www.deepgcns.org
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gnn-lspe
Source code for GNN-LSPE (Graph Neural Networks with Learnable Structural and Positional Representations), ICLR 2022
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Graph-Convolution-on-Structured-Documents
This repo contains code to convert Structured Documents to Graphs and implement a Graph Convolution Neural Network for node classification
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InfluxDB
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DeepInteract
A geometric deep learning framework (Geometric Transformers) for predicting protein interface contacts. (ICLR 2022)
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Python geometric-deep-learning discussion
Python geometric-deep-learning related posts
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PyG 2.0: Scalable Learning on Real World Graphs
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PyTorch Geometric – Graph Neural Network Library for PyTorch
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Please help I'm suffering | RuntimeError: mat1 and mat2 must have the same dtype
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Looking for Point Cloud deep learning, training sources
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Why is the loss not decreasing with Pytorch Geometric GATv2Conv (and GATconv) ??
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MetaPath2Vec from Pytorch geometric with HeteroData Dataset
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[N] PyG 2.3.0 released: PyTorch 2.0 support, native sparse tensor support, explainability and accelerations
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A note from our sponsor - Sevalla
sevalla.com | 1 Sep 2025
Index
What are some of the best open-source geometric-deep-learning projects in Python? This list will help you:
# | Project | Stars |
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1 | pytorch_geometric | 22,808 |
2 | deep_gcns_torch | 1,170 |
3 | chemicalx | 741 |
4 | PyNeuraLogic | 294 |
5 | gnn-lspe | 263 |
6 | sgas | 164 |
7 | Graph-Convolution-on-Structured-Documents | 145 |
8 | DeepInteract | 64 |
9 | haiku-geometric | 33 |
10 | GraphMixerNetworks | 20 |