[WWW 2021 GLB] New Benchmarks for Learning on Non-Homophilous Graphs
☆115Nov 14, 2021Updated 4 years ago
Alternatives and similar repositories for Non-Homophily-Benchmarks
Users that are interested in Non-Homophily-Benchmarks are comparing it to the libraries listed below
Sorting:
- [NeurIPS 2021] Large Scale Learning on Non-Homophilous Graphs: New Benchmarks and Strong Simple Methods☆123Jul 22, 2022Updated 3 years ago
- This repo contains a reference implementation for the paper "Breaking the Limit of Graph Neural Networks by Improving the Assortativity o…☆32Dec 2, 2021Updated 4 years ago
- ☆138Jul 9, 2023Updated 2 years ago
- Boost learning for GNNs from the graph structure under challenging heterophily settings. (NeurIPS'20)☆107Jun 18, 2025Updated 8 months ago
- Papers about developing DL methods on disassortative graphs☆48Jul 1, 2022Updated 3 years ago
- [ICLR 2021] Combining Label Propagation and Simple Models Out-performs Graph Neural Networks (https://arxiv.org/abs/2010.13993)☆294Apr 21, 2021Updated 4 years ago
- Edge Proposal Sets for Link Prediction (https://arxiv.org/abs/2106.15810)☆23Jul 20, 2023Updated 2 years ago
- Code of "Analyzing the Expressive Power of Graph Neural Networks in a Spectral Perspective" paper published in ICLR2021☆46Jun 10, 2021Updated 4 years ago
- Codes for "Two Sides of the Same Coin: Heterophily and Oversmoothing in Graph Convolutional Neural Networks"☆42Mar 18, 2023Updated 2 years ago
- Code for the paper: "On the Bottleneck of Graph Neural Networks and Its Practical Implications"☆98Apr 25, 2022Updated 3 years ago
- The code of paper "Block Modeling-Guided Graph Convolutional Neural Networks".☆34Dec 21, 2021Updated 4 years ago
- Official code for the LoG2022 paper -- MSGNN: A Spectral Graph Neural Network Based on a Novel Magnetic Signed Laplacian.☆13Feb 8, 2025Updated last year
- A Critical Look at the Evaluation of GNNs under Heterophily: Are We Really Making Progress?☆120Mar 7, 2023Updated 2 years ago
- Implicit Graph Neural Networks☆64Nov 15, 2021Updated 4 years ago
- How Powerful are Spectral Graph Neural Networks☆75Jul 26, 2023Updated 2 years ago
- Implementation of the paper "A New Perspective on the Effects of Spectrum in Graph Neural Networks"☆17Jun 17, 2022Updated 3 years ago
- ☆101Mar 22, 2021Updated 4 years ago
- ☆21Jun 13, 2023Updated 2 years ago
- ☆302Jul 17, 2022Updated 3 years ago
- ☆155Aug 23, 2021Updated 4 years ago
- Code for "Position-aware Structure Learning for Graph Topology-imbalance by Relieving Under-reaching and Over-squashing"☆15Oct 1, 2023Updated 2 years ago
- [NeurIPS 2020] Better Set Representations For Relational Reasoning (https://arxiv.org/abs/2003.04448)☆31Jan 31, 2021Updated 5 years ago
- Rethinking Graph Regularization for Graph Neural Networks (AAAI2021)☆34Jun 6, 2021Updated 4 years ago
- The code for the ICML 2021 paper "Graph Neural Networks Inspired by Classical Iterative Algorithms".☆43Jun 9, 2021Updated 4 years ago
- GOOD: A Graph Out-of-Distribution Benchmark [NeurIPS 2022 Datasets and Benchmarks]☆207Feb 21, 2025Updated last year
- ☆30Oct 10, 2021Updated 4 years ago
- Papers about out-of-distribution generalization on graphs.☆168Jun 5, 2023Updated 2 years ago
- How does Heterophily Impact the Robustness of Graph Neural Networks? Theoretical Connections and Practical Implications (KDD'22)☆13Jul 24, 2022Updated 3 years ago
- ☆26Mar 26, 2024Updated last year
- ☆36Jun 29, 2022Updated 3 years ago
- ☆19Mar 21, 2022Updated 3 years ago
- Code of GAMLP for Open Graph Benchmark. KDD‘22☆63Jun 25, 2022Updated 3 years ago
- Code for GBK-GNN (paper accepted by WWW2022)☆17Jun 16, 2022Updated 3 years ago
- SIGN: Scalable Inception Graph Network☆95Nov 3, 2020Updated 5 years ago
- Revisiting, benchmarking, and refining Heterogeneous Graph Neural Networks.☆336Jul 28, 2023Updated 2 years ago
- ☆38Sep 23, 2021Updated 4 years ago
- This repository contains the resources on graph neural network (GNN) considering heterophily.☆270Dec 4, 2024Updated last year
- ☆37Jul 2, 2022Updated 3 years ago
- Scattering GCN: overcoming oversmoothness in graph convolutional networks☆25Jun 6, 2022Updated 3 years ago