Graph Propagation Transformer for Graph Representation Learning May 19, 2023 Graph Learning Graph Property Prediction
Code Code Available 5 Exploring Graph Tasks with Pure LLMs: A Comprehensive Benchmark and Investigation Feb 26, 2025 Benchmarking Graph Learning
Code Code Available 5 BenchTemp: A General Benchmark for Evaluating Temporal Graph Neural Networks Aug 31, 2023 Diversity Link Prediction
Code Code Available 5 BernNet: Learning Arbitrary Graph Spectral Filters via Bernstein Approximation Jun 21, 2021 GPR Graph Neural Network
Code Code Available 5 A Comprehensive Study on Large-Scale Graph Training: Benchmarking and Rethinking Oct 14, 2022 Benchmarking GPU
Code Code Available 5 Beyond Homophily: Structure-aware Path Aggregation Graph Neural Network Jul 20, 2022 Graph Mining Graph Neural Network
Code Code Available 5 Explaining the Explainers in Graph Neural Networks: a Comparative Study Oct 27, 2022 Node Classification
Code Code Available 5 Beyond Low-frequency Information in Graph Convolutional Networks Jan 4, 2021 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available 5 Exphormer: Sparse Transformers for Graphs Mar 10, 2023 Graph Classification Graph Learning
Code Code Available 5 Graph Stochastic Neural Networks for Semi-supervised Learning Dec 1, 2020 Classification General Classification
Code Code Available 5 A New Graph Node Classification Benchmark: Learning Structure from Histology Cell Graphs Nov 11, 2022 Graph Learning Graph Neural Network
Code Code Available 5 EvenNet: Ignoring Odd-Hop Neighbors Improves Robustness of Graph Neural Networks May 27, 2022 Node Classification
Code Code Available 5 Adversarial Training Methods for Network Embedding Aug 30, 2019 Link Prediction Network Embedding
Code Code Available 5 TREE-G: Decision Trees Contesting Graph Neural Networks Jul 6, 2022 Graph Classification Graph Learning
Code Code Available 5 A critical look at the evaluation of GNNs under heterophily: Are we really making progress? Feb 22, 2023 Graph Representation Learning Node Classification
Code Code Available 5 EvolveGCN: Evolving Graph Convolutional Networks for Dynamic Graphs Feb 26, 2019 Dynamic Link Prediction Edge Classification
Code Code Available 5 Diffusion Mechanism in Residual Neural Network: Theory and Applications May 7, 2021 Binary Classification Classification
Code Code Available 5 CAT-Walk: Inductive Hypergraph Learning via Set Walks Jun 19, 2023 Hyperedge Prediction Node Classification
Code Code Available 5 Diffusion Improves Graph Learning Oct 28, 2019 Clustering Graph Learning
Code Code Available 5 Bilinear Graph Neural Network with Neighbor Interactions Feb 10, 2020 General Classification Graph Neural Network
Code Code Available 5 Heterogeneous Graph Tree Networks Sep 1, 2022 Node Classification
Code Code Available 5 HGATE: Heterogeneous Graph Attention Auto-Encoders Nov 28, 2021 Graph Attention Graph Representation Learning
Code Code Available 5 Binary Graph Convolutional Network with Capacity Exploration Oct 24, 2022 Binarization Node Classification
Code Code Available 5 Accelerating Large Scale Real-Time GNN Inference using Channel Pruning May 10, 2021 CPU GPU
Code Code Available 5 Adversarial Privacy Preserving Graph Embedding against Inference Attack Aug 30, 2020 Graph Embedding Inference Attack
Code Code Available 5 Higher-order Graph Convolutional Network with Flower-Petals Laplacians on Simplicial Complexes Sep 22, 2023 Node Classification Node Property Prediction
Code Code Available 5 BNS-GCN: Efficient Full-Graph Training of Graph Convolutional Networks with Partition-Parallelism and Random Boundary Node Sampling Mar 21, 2022 Node Classification
Code Code Available 5 Multi-hop Attention Graph Neural Network Sep 29, 2020 Graph Neural Network Graph Representation Learning
Code Code Available 5 HyperBERT: Mixing Hypergraph-Aware Layers with Language Models for Node Classification on Text-Attributed Hypergraphs Feb 11, 2024 Inductive Bias Language Modeling
Code Code Available 5 Boosting Graph Embedding on a Single GPU Oct 19, 2021 CPU GPU
Code Code Available 5 A pipeline for fair comparison of graph neural networks in node classification tasks Dec 19, 2020 Data Augmentation General Classification
Code Code Available 5 Boosting Multitask Learning on Graphs through Higher-Order Task Affinities Jun 24, 2023 Community Detection Node Classification
Code Code Available 5 Disease State Prediction From Single-Cell Data Using Graph Attention Networks Feb 14, 2020 Disease Prediction Graph Attention
Code Code Available 5 Hypergraph-MLP: Learning on Hypergraphs without Message Passing Dec 15, 2023 Node Classification Representation Learning
Code Code Available 5 Breaking the Limit of Graph Neural Networks by Improving the Assortativity of Graphs with Local Mixing Patterns Jun 11, 2021 Graph Learning Node Classification
Code Code Available 5 Imbalanced Graph Classification via Graph-of-Graph Neural Networks Dec 1, 2021 Classification Graph Classification
Code Code Available 5 A Proposal of Multi-Layer Perceptron with Graph Gating Unit for Graph Representation Learning and its Application to Surrogate Model for FEM Jul 11, 2022 Graph Representation Learning Node Classification
Code Code Available 5 I'm Me, We're Us, and I'm Us: Tri-directional Contrastive Learning on Hypergraphs Jun 9, 2022 Contrastive Learning Data Augmentation
Code Code Available 5 Distance-wise Prototypical Graph Neural Network in Node Imbalance Classification Oct 22, 2021 Classification Graph Neural Network
Code Code Available 5 Distilling Self-Knowledge From Contrastive Links to Classify Graph Nodes Without Passing Messages Jun 16, 2021 Node Classification Node Property Prediction
Code Code Available 5 Inductive Entity Representations from Text via Link Prediction Oct 7, 2020 Inductive knowledge graph completion Inductive Link Prediction
Code Code Available 5 Inductive Representation Learning on Large Graphs Jun 7, 2017 Graph Classification Graph Regression
Code Code Available 5 Bridging the Gap Between Spectral and Spatial Domains in Graph Neural Networks Mar 26, 2020 Graph Classification Graph Learning
Code Code Available 5 Adversarial Deep Network Embedding for Cross-network Node Classification Feb 18, 2020 Classification Domain Adaptation
Code Code Available 5 Evaluating Node Embeddings of Complex Networks Feb 16, 2021 Community Detection Graph Embedding
Code Code Available 5 Examining the Effects of Degree Distribution and Homophily in Graph Learning Models Jul 17, 2023 Benchmarking Graph Clustering
Code Code Available 5 A Representation Learning Framework for Property Graphs Jun 27, 2022 Graph Embedding Graph Representation Learning
Code Code Available 5 DRew: Dynamically Rewired Message Passing with Delay May 13, 2023 Graph Classification Graph Regression
Code Code Available 5 DPPIN: A Biological Repository of Dynamic Protein-Protein Interaction Network Data Jul 5, 2021 Attribute Drug Discovery
Code Code Available 5 Extract the Knowledge of Graph Neural Networks and Go Beyond it: An Effective Knowledge Distillation Framework Mar 4, 2021 Knowledge Distillation Node Classification
Code Code Available 5 