Adversarially Regularized Graph Attention Networks for Inductive Learning on Partially Labeled Graphs Jun 7, 2021 Graph Attention Graph Embedding
Code Code Available On Local Aggregation in Heterophilic Graphs Jun 6, 2021 Node Classification
— Unverified Graph Belief Propagation Networks Jun 6, 2021 Classification Graph Neural Network
Code Code Available Graph Infomax Adversarial Learning for Treatment Effect Estimation with Networked Observational Data Jun 5, 2021 Causal Inference Graph Learning
— Unverified Embedding Knowledge Graphs Attentive to Positional and Centrality Qualities Jun 1, 2021 Graph Embedding Knowledge Graph Embedding
Code Code Available _2-norm Flow Diffusion in Near-Linear Time May 30, 2021 Clustering Graph Clustering
— Unverified Relational Graph Neural Network Design via Progressive Neural Architecture Search May 30, 2021 Graph Neural Network Neural Architecture Search
— Unverified GCN-SL: Graph Convolutional Networks with Structure Learning for Graphs under Heterophily May 28, 2021 Clustering Node Classification
— Unverified Local, global and scale-dependent node roles May 26, 2021 Graph Learning Graph Neural Network
Code Code Available Self-Supervised Graph Representation Learning via Topology Transformations May 25, 2021 Graph Classification Graph Representation Learning
Code Code Available Boosting-GNN: Boosting Algorithm for Graph Networks on Imbalanced Node Classification May 25, 2021 Ensemble Learning Graph Neural Network
— Unverified Position-Sensing Graph Neural Networks: Proactively Learning Nodes Relative Positions May 24, 2021 Link Prediction Node Classification
Code Code Available A Robust and Generalized Framework for Adversarial Graph Embedding May 22, 2021 Generative Adversarial Network Graph Embedding
Code Code Available Auxiliary learning induced graph convolutional networks May 21, 2021 Auxiliary Learning Classification
— Unverified Ultrahyperbolic Neural Networks May 21, 2021 Node Classification
— Unverified Is Heterophily A Real Nightmare For Graph Neural Networks Performing Node Classification? May 21, 2021 Inductive Bias Node Classification
— Unverified Free Energy Node Embedding via Generalized Skip-gram with Negative Sampling May 19, 2021 Clustering GPU
Code Code Available Graph Sanitation with Application to Node Classification May 19, 2021 Anomaly Detection Bilevel Optimization
— Unverified Understanding and Improvement of Adversarial Training for Network Embedding from an Optimization Perspective May 17, 2021 Link Prediction Network Embedding
— Unverified Neural Trees for Learning on Graphs May 15, 2021 Node Classification
— Unverified Meta-Inductive Node Classification across Graphs May 14, 2021 Classification General Knowledge
— Unverified The Power of the Weisfeiler-Leman Algorithm for Machine Learning with Graphs May 12, 2021 BIG-bench Machine Learning Node Classification
— Unverified Non-Recursive Graph Convolutional Networks May 9, 2021 Node Classification Representation Learning
— Unverified Graph Attention Networks with Positional Embeddings May 9, 2021 Graph Attention Node Classification
— Unverified VersaGNN: a Versatile accelerator for Graph neural networks May 4, 2021 CPU GPU
— Unverified Graph Decoupling Attention Markov Networks for Semi-supervised Graph Node Classification Apr 28, 2021 General Classification Graph Learning
— Unverified Seastar: vertex-centric programming for graph neural networks Apr 21, 2021 GPU Graph Clustering
— Unverified SAS: A Simple, Accurate and Scalable Node Classification Algorithm Apr 19, 2021 Classification General Classification
— Unverified A Hyperbolic-to-Hyperbolic Graph Convolutional Network Apr 14, 2021 General Classification Graph Classification
— Unverified Deep Attributed Network Representation Learning via Attribute Enhanced Neighborhood Apr 12, 2021 Attribute Decoder
— Unverified Edge: Enriching Knowledge Graph Embeddings with External Text Apr 11, 2021 Knowledge Graph Embeddings Knowledge Graphs
— Unverified Explainability-based Backdoor Attacks Against Graph Neural Networks Apr 8, 2021 Backdoor Attack Node Classification
— Unverified mSHINE: A Multiple-meta-paths Simultaneous Learning Framework for Heterogeneous Information Network Embedding Apr 6, 2021 Link Prediction Network Embedding
Code Code Available Modeling Graph Node Correlations with Neighbor Mixture Models Mar 29, 2021 Denoising Image Denoising
— Unverified Beyond Low-Pass Filters: Adaptive Feature Propagation on Graphs Mar 26, 2021 Node Classification
— Unverified Deepened Graph Auto-Encoders Help Stabilize and Enhance Link Prediction Mar 21, 2021 Benchmarking Clustering
Code Code Available DynACPD Embedding Algorithm for Prediction Tasks in Dynamic Networks Mar 12, 2021 Link Prediction Node Classification
— Unverified Metapaths guided Neighbors aggregated Network for?Heterogeneous Graph Reasoning Mar 11, 2021 Diversity Graph Embedding
— Unverified 2D histology meets 3D topology: Cytoarchitectonic brain mapping with Graph Neural Networks Mar 9, 2021 Descriptive General Classification
— Unverified Scalable Hypergraph Embedding System Mar 9, 2021 Graph Embedding hypergraph embedding
— Unverified Learning Graph Neural Networks with Positive and Unlabeled Nodes Mar 8, 2021 Graph Neural Network Node Classification
— Unverified Unified Robust Training for Graph NeuralNetworks against Label Noise Mar 5, 2021 image-classification Image Classification
— Unverified Nishimori meets Bethe: a spectral method for node classification in sparse weighted graphs Mar 5, 2021 Bayesian Inference General Classification
Code Code Available On the Importance of Sampling in Training GCNs: Tighter Analysis and Variance Reduction Mar 3, 2021 Node Classification
Code Code Available Graphfool: Targeted Label Adversarial Attack on Graph Embedding Feb 24, 2021 Adversarial Attack Classification
— Unverified Generalized Equivariance and Preferential Labeling for GNN Node Classification Feb 23, 2021 Classification General Classification
Code Code Available Adversarial Attack on Network Embeddings via Supervised Network Poisoning Feb 14, 2021 Adversarial Attack Link Prediction
Code Code Available A Statistical Relational Approach to Learning Distance-based GCNs Feb 13, 2021 Density Estimation Link Prediction
— Unverified LIME: Low-Cost and Incremental Learning for Dynamic Heterogeneous Information Networks Feb 11, 2021 Anomaly Detection Fraud Detection
Code Code Available Wasserstein Graph Neural Networks for Graphs with Missing Attributes Feb 6, 2021 Attribute Graph Neural Network
— Unverified 