Task-Adaptive Few-shot Node Classification Jun 23, 2022 Classification Few-Shot Learning
Code Code Available Understanding convolution on graphs via energies Jun 22, 2022 Inductive Bias Node Classification
Code Code Available GraphFramEx: Towards Systematic Evaluation of Explainability Methods for Graph Neural Networks Jun 20, 2022 Node Classification
Code Code Available Sheaf Neural Networks with Connection Laplacians Jun 17, 2022 Graph Neural Network Node Classification
Code Code Available Long Range Graph Benchmark Jun 16, 2022 Benchmarking Graph Classification
Code Code Available DiffWire: Inductive Graph Rewiring via the Lovász Bound Jun 15, 2022 Graph Classification Node Classification
Code Code Available CLNode: Curriculum Learning for Node Classification Jun 15, 2022 Classification Node Classification
Code Code Available ACMP: Allen-Cahn Message Passing for Graph Neural Networks with Particle Phase Transition Jun 11, 2022 Node Classification
Code Code Available NAGphormer: A Tokenized Graph Transformer for Node Classification in Large Graphs Jun 10, 2022 Graph Learning Graph Mining
Code Code Available Neo-GNNs: Neighborhood Overlap-aware Graph Neural Networks for Link Prediction Jun 9, 2022 Graph Classification Link Prediction
Code Code Available 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 Label-Enhanced Graph Neural Network for Semi-supervised Node Classification May 31, 2022 Graph Neural Network Node Classification
Code Code Available Automatic Relation-aware Graph Network Proliferation May 31, 2022 Graph Classification Graph Learning
Code Code Available Geometer: Graph Few-Shot Class-Incremental Learning via Prototype Representation May 27, 2022 class-incremental learning Class Incremental Learning
Code Code Available EvenNet: Ignoring Odd-Hop Neighbors Improves Robustness of Graph Neural Networks May 27, 2022 Node Classification
Code Code Available Compressing Deep Graph Neural Networks via Adversarial Knowledge Distillation May 24, 2022 Graph Classification Knowledge Distillation
Code Code Available Recipe2Vec: Multi-modal Recipe Representation Learning with Graph Neural Networks May 24, 2022 Adversarial Attack 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 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 RoSA: A Robust Self-Aligned Framework for Node-Node Graph Contrastive Learning Apr 29, 2022 Contrastive Learning Diversity
Code Code Available Neural Structured Prediction for Inductive Node Classification Apr 15, 2022 Classification Node Classification
Code Code Available Graph Ordering Attention Networks Apr 11, 2022 Node Classification
Code Code Available GraFN: Semi-Supervised Node Classification on Graph with Few Labels via Non-Parametric Distribution Assignment Apr 4, 2022 Node Classification Self-Supervised Learning
Code Code Available Node Representation Learning in Graph via Node-to-Neighbourhood Mutual Information Maximization Mar 23, 2022 Node Classification Representation 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 Exploiting Neighbor Effect: Conv-Agnostic GNNs Framework for Graphs with Heterophily Mar 19, 2022 Node Classification
Code Code Available View-Consistent Heterogeneous Network on Graphs With Few Labeled Nodes Mar 17, 2022 Node Classification Self-Supervised Learning
Code Code Available GRAND+: Scalable Graph Random Neural Networks Mar 12, 2022 Data Augmentation Graph Learning
Code Code Available R-GCN: The R Could Stand for Random Mar 4, 2022 Knowledge Graphs Link Prediction
Code Code Available GAP: Differentially Private Graph Neural Networks with Aggregation Perturbation Mar 2, 2022 Node Classification
Code Code Available Graph Attention Retrospective Feb 26, 2022 Graph Attention Node Classification
Code Code Available MuMiN: A Large-Scale Multilingual Multimodal Fact-Checked Misinformation Social Network Dataset Feb 23, 2022 Articles Misinformation
Code Code Available Graph Masked Autoencoders with Transformers Feb 17, 2022 Decoder Graph Classification
Code Code Available Random Laplacian Features for Learning with Hyperbolic Space Feb 14, 2022 Graph Learning Node Classification
Code Code Available Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs Feb 9, 2022 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available MarkovGNN: Graph Neural Networks on Markov Diffusion Feb 5, 2022 Clustering Node Classification
Code Code Available Convolutional Neural Networks on Graphs with Chebyshev Approximation, Revisited Feb 4, 2022 GPR Graph Learning
Code Code Available Graph Coloring with Physics-Inspired Graph Neural Networks Feb 3, 2022 Clustering Community Detection
Code Code Available When Do Flat Minima Optimizers Work? Feb 1, 2022 Benchmarking Graph Learning
Code Code Available Graph Representation Learning via Aggregation Enhancement Jan 30, 2022 Data Augmentation Graph Representation Learning
Code Code Available FedGCN: Convergence-Communication Tradeoffs in Federated Training of Graph Convolutional Networks Jan 28, 2022 Federated Learning Node Classification
Code Code Available Unsupervised Graph Poisoning Attack via Contrastive Loss Back-propagation Jan 20, 2022 Adversarial Attack Contrastive Learning
Code Code Available Decoupling the Depth and Scope of Graph Neural Networks Jan 19, 2022 Link Prediction Node Classification
Code Code Available Towards Unsupervised Deep Graph Structure Learning Jan 17, 2022 Contrastive Learning Graph structure learning
Code Code Available MGAE: Masked Autoencoders for Self-Supervised Learning on Graphs Jan 7, 2022 Decoder Graph Neural Network
Code Code Available Towards Similarity-Aware Time-Series Classification Jan 5, 2022 Classification Dynamic Time Warping
Code Code Available Hypergraph-Induced Semantic Tuplet Loss for Deep Metric Learning Jan 1, 2022 Metric Learning Node Classification
Code Code Available Motif Graph Neural Network Dec 30, 2021 Graph Classification Graph Embedding
Code Code Available Deformable Graph Convolutional Networks Dec 29, 2021 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available Lifelong Learning on Evolving Graphs Under the Constraints of Imbalanced Classes and New Classes Dec 20, 2021 Graph Attention Graph Learning
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