Geometer: Graph Few-Shot Class-Incremental Learning via Prototype Representation May 27, 2022 class-incremental learning Class Incremental Learning
Code Code Available Replay-and-Forget-Free Graph Class-Incremental Learning: A Task Profiling and Prompting Approach Oct 14, 2024 class-incremental learning Class Incremental Learning
Code Code Available Rethinking Semi-Supervised Imbalanced Node Classification from Bias-Variance Decomposition Oct 28, 2023 Node Classification
Code Code Available Revisiting Heterophily For Graph Neural Networks Oct 14, 2022 Inductive Bias Node Classification
Code Code Available DRew: Dynamically Rewired Message Passing with Delay May 13, 2023 Graph Classification Graph Regression
Code Code Available FastGCN: Fast Learning with Graph Convolutional Networks via Importance Sampling Jan 30, 2018 Node Classification
Code Code Available BenchTemp: A General Benchmark for Evaluating Temporal Graph Neural Networks Aug 31, 2023 Diversity Link Prediction
Code Code Available Can LLMs Effectively Leverage Graph Structural Information through Prompts, and Why? Sep 28, 2023 Graph Learning Node Classification
Code Code Available 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 Diffusion Mechanism in Residual Neural Network: Theory and Applications May 7, 2021 Binary Classification Classification
Code Code Available A Comprehensive Study on Large-Scale Graph Training: Benchmarking and Rethinking Oct 14, 2022 Benchmarking GPU
Code Code Available Fast Graph Representation Learning with PyTorch Geometric Mar 6, 2019 GPU Graph Classification
Code Code Available Beyond Homophily: Structure-aware Path Aggregation Graph Neural Network Jul 20, 2022 Graph Mining Graph Neural Network
Code Code Available RoSA: A Robust Self-Aligned Framework for Node-Node Graph Contrastive Learning Apr 29, 2022 Contrastive Learning Diversity
Code Code Available Diffusion Improves Graph Learning Oct 28, 2019 Clustering Graph Learning
Code Code Available Feature Expansion for Graph Neural Networks May 10, 2023 Node Classification Representation Learning
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 DiffWire: Inductive Graph Rewiring via the Lovász Bound Jun 15, 2022 Graph Classification Node Classification
Code Code Available An Empirical Study of Graph Contrastive Learning Sep 2, 2021 Graph Classification Management
Code Code Available Self-supervised Auxiliary Learning for Graph Neural Networks via Meta-Learning Mar 1, 2021 Auxiliary Learning Graph Neural Network
Code Code Available Self-supervised edge features for improved Graph Neural Network training Jun 23, 2020 General Classification Graph Attention
Code Code Available Self-Supervised Node Representation Learning via Node-to-Neighbourhood Alignment Feb 9, 2023 Contrastive Learning Node Classification
Code Code Available A New Graph Node Classification Benchmark: Learning Structure from Histology Cell Graphs Nov 11, 2022 Graph Learning Graph Neural Network
Code Code Available Geom-GCN: Geometric Graph Convolutional Networks Feb 13, 2020 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available FedGCN: Convergence-Communication Tradeoffs in Federated Training of Graph Convolutional Networks Jan 28, 2022 Federated Learning Node Classification
Code Code Available Should Graph Convolution Trust Neighbors? A Simple Causal Inference Method Oct 22, 2020 Blocking Causal Inference
Code Code Available SimMatchV2: Semi-Supervised Learning with Graph Consistency Aug 13, 2023 image-classification Image Classification
Code Code Available Directional Graph Networks Oct 6, 2020 Data Augmentation Graph Classification
Code Code Available Multi-hop Attention Graph Neural Network Sep 29, 2020 Graph Neural Network Graph Representation Learning
Code Code Available Simple Spectral Graph Convolution Jan 1, 2021 Clustering Node Classification
Code Code Available 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 Disease State Prediction From Single-Cell Data Using Graph Attention Networks Feb 14, 2020 Disease Prediction Graph Attention
Code Code Available Disentangled Condensation for Large-scale Graphs Jan 18, 2024 Graph Learning Link Prediction
Code Code Available S-Mixup: Structural Mixup for Graph Neural Networks Aug 16, 2023 Classification Graph Classification
Code Code Available Finding Global Homophily in Graph Neural Networks When Meeting Heterophily May 15, 2022 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available Spectral Augmentation for Self-Supervised Learning on Graphs Oct 2, 2022 Contrastive Learning Node Classification
Code Code Available Spectral Invariant Learning for Dynamic Graphs under Distribution Shifts Mar 8, 2024 Link Prediction Node Classification
Code Code Available GRAF: Graph Attention-aware Fusion Networks Mar 29, 2023 Graph Attention Graph Neural Network
Code Code Available Distance-wise Prototypical Graph Neural Network in Node Imbalance Classification Oct 22, 2021 Classification Graph Neural Network
Code Code Available Robust Optimization as Data Augmentation for Large-scale Graphs Oct 19, 2020 Data Augmentation Graph 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 Bilinear Graph Neural Network with Neighbor Interactions Feb 10, 2020 General Classification Graph Neural Network
Code Code Available Graph Convolutional Networks for Graphs Containing Missing Features Jul 9, 2020 Graph Learning Imputation
Code Code Available Graph Ordering Attention Networks Apr 11, 2022 Node Classification
Code Code Available TAM: Topology-Aware Margin Loss for Class-Imbalanced Node Classification Jun 26, 2022 Node Classification
Code Code Available Task-Adaptive Few-shot Node Classification Jun 23, 2022 Classification Few-Shot Learning
Code Code Available Lifelong Learning of Graph Neural Networks for Open-World Node Classification Jun 25, 2020 Lifelong learning Node Classification
Code Code Available Open-World Semi-Supervised Learning for Node Classification Mar 18, 2024 Classification Contrastive Learning
Code Code Available Accelerating Large Scale Real-Time GNN Inference using Channel Pruning May 10, 2021 CPU GPU
Code Code Available When Do Graph Neural Networks Help with Node Classification? Investigating the Impact of Homophily Principle on Node Distinguishability Apr 25, 2023 Node Classification Stochastic Block Model
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