Compressing Deep Graph Neural Networks via Adversarial Knowledge Distillation May 24, 2022 Graph Classification Knowledge Distillation
Code Code Available DRew: Dynamically Rewired Message Passing with Delay May 13, 2023 Graph Classification Graph Regression
Code Code Available BenchTemp: A General Benchmark for Evaluating Temporal Graph Neural Networks Aug 31, 2023 Diversity Link Prediction
Code Code Available BernNet: Learning Arbitrary Graph Spectral Filters via Bernstein Approximation Jun 21, 2021 GPR Graph Neural Network
Code Code Available A Comprehensive Study on Large-Scale Graph Training: Benchmarking and Rethinking Oct 14, 2022 Benchmarking GPU
Code Code Available Beyond Homophily: Structure-aware Path Aggregation Graph Neural Network Jul 20, 2022 Graph Mining Graph Neural Network
Code Code Available EasyDGL: Encode, Train and Interpret for Continuous-time Dynamic Graph Learning Mar 22, 2023 Dynamic Link Prediction Dynamic Node Classification
Code Code Available Beyond Low-frequency Information in Graph Convolutional Networks Jan 4, 2021 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available An Empirical Study of Graph Contrastive Learning Sep 2, 2021 Graph Classification Management
Code Code Available Graph Random Neural Network for Semi-Supervised Learning on Graphs May 22, 2020 Data Augmentation Graph Learning
Code Code Available Efficient Graph Deep Learning in TensorFlow with tf_geometric Jan 27, 2021 Deep Learning General Classification
Code Code Available GraphSAINT: Graph Sampling Based Inductive Learning Method Jul 10, 2019 Graph Attention Graph Embedding
Code Code Available CAT-Walk: Inductive Hypergraph Learning via Set Walks Jun 19, 2023 Hyperedge Prediction Node Classification
Code Code Available Graph Stochastic Neural Networks for Semi-supervised Learning Dec 1, 2020 Classification General Classification
Code Code Available Adversarial Training Methods for Network Embedding Aug 30, 2019 Link Prediction Network Embedding
Code Code Available Graph Transformers for Large Graphs Dec 18, 2023 Graph Learning Graph Property Prediction
Code Code Available TREE-G: Decision Trees Contesting Graph Neural Networks Jul 6, 2022 Graph Classification Graph Learning
Code Code Available GREAD: Graph Neural Reaction-Diffusion Networks Nov 25, 2022 Node Classification
Code Code Available Half-Hop: A graph upsampling approach for slowing down message passing Aug 17, 2023 Node Classification Self-Supervised Learning
Code Code Available Bilinear Graph Neural Network with Neighbor Interactions Feb 10, 2020 General Classification Graph Neural Network
Code Code Available Heterformer: Transformer-based Deep Node Representation Learning on Heterogeneous Text-Rich Networks May 20, 2022 Clustering Graph Attention
Code Code Available Heterogeneous Graph Representation Learning with Relation Awareness May 24, 2021 Graph Learning Graph Neural Network
Code Code Available Binary Graph Convolutional Network with Capacity Exploration Oct 24, 2022 Binarization Node Classification
Code Code Available Accelerating Large Scale Real-Time GNN Inference using Channel Pruning May 10, 2021 CPU GPU
Code Code Available CrossWalk: Fairness-enhanced Node Representation Learning May 6, 2021 Fairness Link Prediction
Code Code Available Deep Graph Contrastive Representation Learning Jun 7, 2020 Attribute Contrastive Learning
Code Code Available 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 Higher-order Graph Convolutional Network with Flower-Petals Laplacians on Simplicial Complexes Sep 22, 2023 Node Classification Node Property Prediction
Code Code Available Random Laplacian Features for Learning with Hyperbolic Space Feb 14, 2022 Graph Learning Node Classification
Code Code Available Boosting Graph Embedding on a Single GPU Oct 19, 2021 CPU GPU
Code Code Available A pipeline for fair comparison of graph neural networks in node classification tasks Dec 19, 2020 Data Augmentation General Classification
Code Code Available Boosting Multitask Learning on Graphs through Higher-Order Task Affinities Jun 24, 2023 Community Detection Node Classification
Code Code Available Hypergraph-Induced Semantic Tuplet Loss for Deep Metric Learning Jan 1, 2022 Metric Learning Node Classification
Code Code Available Semi-supervised Hypergraph Node Classification on Hypergraph Line Expansion May 11, 2020 Classification Graph Learning
Code Code Available 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 IGB: Addressing The Gaps In Labeling, Features, Heterogeneity, and Size of Public Graph Datasets for Deep Learning Research Feb 27, 2023 Node Classification
Code Code Available 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 ImGAGN:Imbalanced Network Embedding via Generative Adversarial Graph Networks Jun 5, 2021 Attribute Classification
Code Code Available Distilling Self-Knowledge From Contrastive Links to Classify Graph Nodes Without Passing Messages Jun 16, 2021 Node Classification Node Property Prediction
Code Code Available SCR: Training Graph Neural Networks with Consistency Regularization Dec 8, 2021 Node Classification Node Property Prediction
Code Code Available Inductive Entity Representations from Text via Link Prediction Oct 7, 2020 Inductive knowledge graph completion Inductive Link Prediction
Code Code Available Inductive Representation Learning on Large Graphs Jun 7, 2017 Graph Classification Graph Regression
Code Code Available Disentangled Condensation for Large-scale Graphs Jan 18, 2024 Graph Learning Link Prediction
Code Code Available Adversarial Deep Network Embedding for Cross-network Node Classification Feb 18, 2020 Classification Domain Adaptation
Code Code Available Adversarial Privacy Preserving Graph Embedding against Inference Attack Aug 30, 2020 Graph Embedding Inference Attack
Code Code Available Jointly Learnable Data Augmentations for Self-Supervised GNNs Aug 23, 2021 Data Augmentation Graph Representation Learning
Code Code Available A Representation Learning Framework for Property Graphs Jun 27, 2022 Graph Embedding Graph Representation Learning
Code Code Available Label-free Node Classification on Graphs with Large Language Models (LLMS) Oct 7, 2023 Node Classification
Code Code Available Large Scale Learning on Non-Homophilous Graphs: New Benchmarks and Strong Simple Methods Oct 27, 2021 Graph Learning Node Classification
Code Code Available Distance-wise Prototypical Graph Neural Network in Node Imbalance Classification Oct 22, 2021 Classification Graph Neural Network
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