Distribution Free Prediction Sets for Node Classification Nov 26, 2022 Classification Conformal Prediction
Code Code Available GREAD: Graph Neural Reaction-Diffusion Networks Nov 25, 2022 Node Classification
Code Code Available Multi-Mask Aggregators for Graph Neural Networks Nov 24, 2022 Benchmarking Graph Regression
Code Code Available MECCH: Metapath Context Convolution-based Heterogeneous Graph Neural Networks Nov 23, 2022 Computational Efficiency Graph Neural Network
Code Code Available Enhancing Intra-class Information Extraction for Heterophilous Graphs: One Neural Architecture Search Approach Nov 20, 2022 Graph Representation Learning Neural Architecture Search
— Unverified Unifying Label-inputted Graph Neural Networks with Deep Equilibrium Models Nov 19, 2022 Node Classification
Code Code Available A robust feature reinforcement framework for heterogeneous graphs neural networks Nov 16, 2022 Graph Embedding Knowledge Graphs
Code Code Available Prototype-based Interpretable Graph Neural Networks Nov 16, 2022 Explainable Models Graph Neural Network
Code Code Available Neighborhood Convolutional Network: A New Paradigm of Graph Neural Networks for Node Classification Nov 15, 2022 Graph Representation Learning Node Classification
— Unverified A New Graph Node Classification Benchmark: Learning Structure from Histology Cell Graphs Nov 11, 2022 Graph Learning Graph Neural Network
Code Code Available Graph Contrastive Learning with Implicit Augmentations Nov 7, 2022 Contrastive Learning Graph Classification
Code Code Available A Spectral Analysis of Graph Neural Networks on Dense and Sparse Graphs Nov 6, 2022 Community Detection Node Classification
Code Code Available Impact Of Missing Data Imputation On The Fairness And Accuracy Of Graph Node Classifiers Nov 1, 2022 Fairness Imputation
Code Code Available Revisiting Heterophily in Graph Convolution Networks by Learning Representations Across Topological and Feature Spaces Nov 1, 2022 Node Classification
— Unverified Towards Relation-centered Pooling and Convolution for Heterogeneous Graph Learning Networks Oct 31, 2022 Graph Learning Graph Neural Network
Code Code Available Learning Heuristics for the Maximum Clique Enumeration Problem Using Low Dimensional Representations Oct 30, 2022 Classification Combinatorial Optimization
— Unverified A Simple Hypergraph Kernel Convolution based on Discounted Markov Diffusion Process Oct 30, 2022 Node Classification Transductive Learning
— Unverified When Do We Need Graph Neural Networks for Node Classification? Oct 30, 2022 Classification Inductive Bias
— Unverified Localized Randomized Smoothing for Collective Robustness Certification Oct 28, 2022 Image Segmentation Node Classification
— Unverified Beyond Homophily with Graph Echo State Networks Oct 27, 2022 Classification Graph Classification
— Unverified A Graph Is More Than Its Nodes: Towards Structured Uncertainty-Aware Learning on Graphs Oct 27, 2022 Node Classification Structured Prediction
Code Code Available Generalized Laplacian Regularized Framelet Graph Neural Networks Oct 27, 2022 Denoising Graph Learning
Code Code Available Explaining the Explainers in Graph Neural Networks: a Comparative Study Oct 27, 2022 Node Classification
Code Code Available Line Graph Contrastive Learning for Link Prediction Oct 25, 2022 Contrastive Learning Link Prediction
Code Code Available FocusedCleaner: Sanitizing Poisoned Graphs for Robust GNN-based Node Classification Oct 25, 2022 Adversarial Robustness Data Poisoning
— Unverified Binary Graph Convolutional Network with Capacity Exploration Oct 24, 2022 Binarization Node Classification
Code Code Available HCL: Improving Graph Representation with Hierarchical Contrastive Learning Oct 21, 2022 Contrastive Learning Graph Classification
— Unverified Graph Few-shot Learning with Task-specific Structures Oct 21, 2022 Classification Few-Shot Learning
Code Code Available A Magnetic Framelet-Based Convolutional Neural Network for Directed Graphs Oct 20, 2022 Denoising Link Prediction
— Unverified Causally-guided Regularization of Graph Attention Improves Generalizability Oct 20, 2022 Causal Inference Graph Attention
— Unverified Analysis of Convolutions, Non-linearity and Depth in Graph Neural Networks using Neural Tangent Kernel Oct 18, 2022 Node Classification Stochastic Block Model
Code Code Available On Classification Thresholds for Graph Attention with Edge Features Oct 18, 2022 Classification Graph Attention
— Unverified SA-MLP: Distilling Graph Knowledge from GNNs into Structure-Aware MLP Oct 18, 2022 Knowledge Distillation Node Classification
Code Code Available AdaGCL: Adaptive Subgraph Contrastive Learning to Generalize Large-scale Graph Training Oct 17, 2022 Contrastive Learning Data Augmentation
Code Code Available Not All Neighbors are Friendly: Learning to Choose Hop Features to Improve Node Classification Oct 17, 2022 All Node Classification
Code Code Available Improving Your Graph Neural Networks: A High-Frequency Booster Oct 15, 2022 Node Classification Vocal Bursts Intensity Prediction
Code Code Available MGNNI: Multiscale Graph Neural Networks with Implicit Layers Oct 15, 2022 Graph Classification Graph Neural Network
Code Code Available Augmentation-Free Graph Contrastive Learning of Invariant-Discriminative Representations Oct 15, 2022 Contrastive Learning Data Augmentation
Code Code Available A Comprehensive Study on Large-Scale Graph Training: Benchmarking and Rethinking Oct 14, 2022 Benchmarking GPU
Code Code Available MetaFill: Text Infilling for Meta-Path Generation on Heterogeneous Information Networks Oct 14, 2022 Graph Embedding Language Modelling
Code Code Available Revisiting Heterophily For Graph Neural Networks Oct 14, 2022 Inductive Bias Node Classification
Code Code Available Using Graph Algorithms to Pretrain Graph Completion Transformers Oct 14, 2022 Graph Embedding Knowledge Graph Completion
— Unverified Boosting Graph Neural Networks via Adaptive Knowledge Distillation Oct 12, 2022 Graph Classification Graph Mining
— Unverified JuryGCN: Quantifying Jackknife Uncertainty on Graph Convolutional Networks Oct 12, 2022 Active Learning Graph Mining
— Unverified Linkless Link Prediction via Relational Distillation Oct 11, 2022 Knowledge Distillation Link Prediction
— Unverified Uplifting Message Passing Neural Network with Graph Original Information Oct 8, 2022 Graph Neural Network Graph Representation Learning
— Unverified Towards Real-Time Temporal Graph Learning Oct 8, 2022 graph construction Graph Learning
Code Code Available Less is More: SlimG for Accurate, Robust, and Interpretable Graph Mining Oct 8, 2022 Graph Mining Node Classification
Code Code Available Unsupervised Semantic Representation Learning of Scientific Literature Based on Graph Attention Mechanism and Maximum Mutual Information Oct 7, 2022 Contrastive Learning Graph Attention
— Unverified Teaching Yourself: Graph Self-Distillation on Neighborhood for Node Classification Oct 5, 2022 Classification Node Classification
— Unverified 