| Efficient Signed Graph Sampling via Balancing & Gershgorin Disc Perfect Alignment | Aug 18, 2022 | Graph Sampling | —Unverified | 0 |
| Node Copying: A Random Graph Model for Effective Graph Sampling | Aug 4, 2022 | Graph SamplingNode Classification | —Unverified | 0 |
| Fine-tuning Partition-aware Item Similarities for Efficient and Scalable Recommendation | Jul 13, 2022 | Collaborative FilteringData Augmentation | CodeCode Available | 0 |
| TF-GNN: Graph Neural Networks in TensorFlow | Jul 7, 2022 | Graph LearningGraph Sampling | CodeCode Available | 3 |
| Neuro-Symbolic Procedural Planning with Commonsense Prompting | Jun 6, 2022 | Graph Sampling | —Unverified | 0 |
| Neighborhood Random Walk Graph Sampling for Regularized Bayesian Graph Convolutional Neural Networks | Dec 14, 2021 | ClassificationEdge Classification | —Unverified | 0 |
| HyFactor: Hydrogen-count labelled graph-based defactorization Autoencoder | Dec 6, 2021 | BenchmarkingGraph Learning | CodeCode Available | 1 |
| Learning Large-scale Network Embedding from Representative Subgraph | Dec 2, 2021 | Graph SamplingNetwork Embedding | —Unverified | 0 |
| Learning Dynamic Preference Structure Embedding From Temporal Networks | Nov 23, 2021 | Graph Sampling | CodeCode Available | 0 |
| FedGraph: Federated Graph Learning with Intelligent Sampling | Nov 2, 2021 | Deep Reinforcement LearningFederated Learning | —Unverified | 0 |
| Gophormer: Ego-Graph Transformer for Node Classification | Oct 25, 2021 | ClassificationData Augmentation | —Unverified | 0 |
| Fast Graph Sampling for Short Video Summarization using Gershgorin Disc Alignment | Oct 21, 2021 | Graph SamplingVideo Summarization | —Unverified | 0 |
| Scaffold-Induced Molecular Graph (SIMG): Effective Graph Sampling Methods for High-Throughput Computational Drug Discovery | Sep 10, 2021 | Drug DiscoveryGraph Sampling | —Unverified | 0 |
| Are Negative Samples Necessary in Entity Alignment? An Approach with High Performance, Scalability and Robustness | Aug 11, 2021 | Entity AlignmentGraph Sampling | CodeCode Available | 0 |
| Training Graph Neural Networks with 1000 Layers | Jun 14, 2021 | GPUGraph Sampling | CodeCode Available | 2 |
| Bayesian structure learning and sampling of Bayesian networks with the R package BiDAG | May 2, 2021 | Graph Sampling | —Unverified | 0 |
| Graph Sampling Based Deep Metric Learning for Generalizable Person Re-Identification | Apr 4, 2021 | Generalizable Person Re-identificationGraph Sampling | CodeCode Available | 0 |
| Point Cloud Sampling via Graph Balancing and Gershgorin Disc Alignment | Mar 10, 2021 | Graph SamplingObject Recognition | —Unverified | 0 |
| Pre-Training on Dynamic Graph Neural Networks | Feb 24, 2021 | Graph GenerationGraph Neural Network | CodeCode Available | 0 |
| GIST: Distributed Training for Large-Scale Graph Convolutional Networks | Feb 20, 2021 | BIG-bench Machine LearningGPU | CodeCode Available | 1 |
| Efficient Graph Deep Learning in TensorFlow with tf_geometric | Jan 27, 2021 | Deep LearningGeneral Classification | CodeCode Available | 1 |
| Generalize a Small Pre-trained Model to Arbitrarily Large TSP Instances | Dec 19, 2020 | Graph SamplingReinforcement Learning (RL) | CodeCode Available | 1 |
| Learning Parameters for Balanced Index Influence Maximization | Dec 15, 2020 | BIG-bench Machine LearningGraph Sampling | —Unverified | 0 |
| Efficient Neural Architecture Search for End-to-end Speech Recognition via Straight-Through Gradients | Nov 11, 2020 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 |
| Text Graph Transformer for Document Classification | Nov 1, 2020 | ClassificationDocument Classification | —Unverified | 0 |
| Scalable Graph Neural Networks via Bidirectional Propagation | Oct 29, 2020 | Graph Sampling | CodeCode Available | 1 |
| Accurate, Efficient and Scalable Training of Graph Neural Networks | Oct 5, 2020 | Graph Sampling | CodeCode Available | 1 |
| Accelerating Graph Sampling for Graph Machine Learning using GPUs | Sep 14, 2020 | BIG-bench Machine LearningGPU | —Unverified | 0 |
| Little Ball of Fur: A Python Library for Graph Sampling | Jun 8, 2020 | Graph ClassificationGraph Embedding | CodeCode Available | 0 |
| Reducing Large Internet Topologies for Faster Simulations | May 13, 2020 | Graph Sampling | CodeCode Available | 0 |
| On Random Walk Based Graph Sampling | May 13, 2020 | Graph Sampling | CodeCode Available | 0 |
| Neighborhood Matching Network for Entity Alignment | May 12, 2020 | Entity AlignmentGraph Sampling | CodeCode Available | 1 |
| SIGN: Scalable Inception Graph Neural Networks | Apr 23, 2020 | Graph Representation LearningGraph Sampling | CodeCode Available | 1 |
| Heterogeneous Graph Transformer | Mar 3, 2020 | Graph SamplingHeterogeneous Node Classification | CodeCode Available | 1 |
| Folded Graph Signals: Sensing with Unlimited Dynamic Range | Jan 20, 2020 | Graph SamplingTime Series | —Unverified | 0 |
| GraphBGS: Background Subtraction via Recovery of Graph Signals | Jan 17, 2020 | Change Detectiongraph construction | —Unverified | 0 |
| Graph Sampling for Matrix Completion Using Recurrent Gershgorin Disc Shift | Oct 16, 2019 | Graph SamplingMatrix Completion | —Unverified | 0 |
| GraphSAINT: Graph Sampling Based Inductive Learning Method | Jul 10, 2019 | Graph AttentionGraph Embedding | CodeCode Available | 1 |
| Influence maximization in unknown social networks: Learning Policies for Effective Graph Sampling | Jul 8, 2019 | Graph SamplingReinforcement Learning | CodeCode Available | 0 |
| Reconstruction-Cognizant Graph Sampling using Gershgorin Disc Alignment | Feb 16, 2019 | Graph Sampling | —Unverified | 0 |
| Accurate, Efficient and Scalable Graph Embedding | Oct 28, 2018 | ClusteringGraph Embedding | CodeCode Available | 0 |
| Empirical Risk Minimization and Stochastic Gradient Descent for Relational Data | Jun 27, 2018 | Graph SamplingNode Classification | CodeCode Available | 0 |
| Counting Motifs with Graph Sampling | Feb 21, 2018 | Graph Sampling | —Unverified | 0 |
| Adaptive Graph Signal Processing: Algorithms and Optimal Sampling Strategies | Sep 12, 2017 | Graph Sampling | —Unverified | 0 |
| Unsupervised Learning of Morphology with Graph Sampling | Sep 1, 2017 | Graph SamplingMorphological Analysis | —Unverified | 0 |
| A Sampling Theory Perspective of Graph-based Semi-supervised Learning | May 26, 2017 | Graph Sampling | —Unverified | 0 |
| Evaluating Graph Signal Processing for Neuroimaging Through Classification and Dimensionality Reduction | Mar 6, 2017 | Dimensionality ReductionFunctional Connectivity | —Unverified | 0 |
| Graph sampling with determinantal processes | Mar 5, 2017 | Graph SamplingPoint Processes | —Unverified | 0 |
| Adaptive Least Mean Squares Estimation of Graph Signals | Feb 18, 2016 | Graph Sampling | —Unverified | 0 |
| Evaluating Visual Properties via Robust HodgeRank | Aug 15, 2014 | Graph SamplingOutlier Detection | —Unverified | 0 |