A pytorch implementation of H2GCN raised in the paper "Beyond Homophily in Graph Neural Networks: Current Limitations and Effective Designs".
☆40Sep 23, 2022Updated 3 years ago
Alternatives and similar repositories for H2GCN-PyTorch
Users that are interested in H2GCN-PyTorch are comparing it to the libraries listed below
Sorting:
- Boost learning for GNNs from the graph structure under challenging heterophily settings. (NeurIPS'20)☆107Jun 18, 2025Updated 8 months ago
- [NeurIPS 2021] Large Scale Learning on Non-Homophilous Graphs: New Benchmarks and Strong Simple Methods☆123Jul 22, 2022Updated 3 years ago
- Implementation of GCNH, a GNN for heterophilous graphs described in the paper "GCNH: A Simple Method For Representation Learning On Heter…☆12Apr 27, 2023Updated 2 years ago
- This repository contains the resources on graph neural network (GNN) considering heterophily.☆270Dec 4, 2024Updated last year
- Code for GBK-GNN (paper accepted by WWW2022)☆17Jun 16, 2022Updated 3 years ago
- Codes for "Two Sides of the Same Coin: Heterophily and Oversmoothing in Graph Convolutional Neural Networks"☆42Mar 18, 2023Updated 2 years ago
- ☆12Aug 7, 2024Updated last year
- ICML 2022, Finding Global Homophily in Graph Neural Networks When Meeting Heterophily☆46Jul 25, 2022Updated 3 years ago
- Implementation codes for NeurIPS23 paper "Spectral Invariant Learning for Dynamic Graphs under Distribution Shifts"☆13Mar 19, 2024Updated last year
- Official repository for NeurIPS 2023 paper "When Do Graph Neural Networks Help with Node Classification? Investigating the Impact of Homo…☆21Nov 18, 2024Updated last year
- ☆138Jul 9, 2023Updated 2 years ago
- [ICLR'25 Spotlight] Revisiting Random Walks for Learning on Graphs (RWNN), in PyTorch☆17Mar 4, 2025Updated 11 months ago
- The code of paper "Block Modeling-Guided Graph Convolutional Neural Networks".☆34Dec 21, 2021Updated 4 years ago
- ☆38Dec 1, 2021Updated 4 years ago
- ☆15Dec 28, 2023Updated 2 years ago
- The Open Source Code For ICML 2023 Paper "Finding the Missing-half: Graph Complementary Learning for Homophily-prone and Heterophily-pron…☆15Jun 15, 2023Updated 2 years ago
- The code Implementation of the paper “Universal Prompt Tuning for Graph Neural Networks”.☆37Oct 16, 2023Updated 2 years ago
- ☆18Jul 2, 2023Updated 2 years ago
- A Critical Look at the Evaluation of GNNs under Heterophily: Are We Really Making Progress?☆120Mar 7, 2023Updated 2 years ago
- PyTorch implementation of Pseudo-Riemannian Graph Convolutional Networks (NeurIPS'22))☆17Jul 5, 2024Updated last year
- ☆16Dec 21, 2020Updated 5 years ago
- ☆19Dec 9, 2023Updated 2 years ago
- NeurIPS 2022, Revisiting Heterophily For Graph Neural Networks, official PyTorch implementation for Adaptive Channel Mixing (ACM) GNN fra…☆88Nov 21, 2024Updated last year
- [IJCAI'23] LSGNN: Towards General Graph Neural Network in Node Classification by Local Similarity☆17Nov 5, 2024Updated last year
- ☆17Jun 15, 2019Updated 6 years ago
- Pytorch implementation of "Multi-Stage Self-Supervised Learning for Graph Convolutional Networks on Graphs with Few Labeled Nodes"☆18Jul 8, 2022Updated 3 years ago
- This repo is for source code of NeurIPS 2021 paper "Be Confident! Towards Trustworthy Graph Neural Networks via Confidence Calibration".☆22Jan 4, 2022Updated 4 years ago
- Pytorch implementation of EvenNet.☆20Oct 25, 2022Updated 3 years ago
- Official implementation of "Non-Local Graph Neural Networks" [TPAMI]☆23Jul 1, 2022Updated 3 years ago
- The code Implementation of the paper “Universal Prompt Tuning for Graph Neural Networks”.☆25Oct 16, 2023Updated 2 years ago
- [Neurips 2024] Disentangled Graph Homophily☆28Jan 21, 2025Updated last year
- [AAAI'23] Beyond Smoothing: Unsupervised Graph Representation Learning with Edge Heterophily Discriminating☆53Nov 23, 2022Updated 3 years ago
- ☆302Jul 17, 2022Updated 3 years ago
- ☆63Oct 24, 2022Updated 3 years ago
- ☆101Mar 22, 2021Updated 4 years ago
- ☆24Aug 9, 2022Updated 3 years ago
- 数学建模相关资料☆10Jul 10, 2023Updated 2 years ago
- Official implement of 'Advancing Graph Convolutional Networks via General Spectral Wavelets'☆34Jun 22, 2025Updated 8 months ago
- ☆30Oct 10, 2021Updated 4 years ago