| Rewiring Networks for Graph Neural Network Training Using Discrete Geometry | Jul 16, 2022 | Graph Neural Network | —Unverified | 0 |
| GrabQC: Graph based Query Contextualization for automated ICD coding | Jul 14, 2022 | Graph Neural NetworkInformation Retrieval | —Unverified | 0 |
| Neural Topological Ordering for Computation Graphs | Jul 13, 2022 | 2kBIG-bench Machine Learning | —Unverified | 0 |
| Graph Neural Network Bandits | Jul 13, 2022 | Drug DiscoveryGraph Neural Network | —Unverified | 0 |
| QT-Routenet: Improved GNN generalization to larger 5G networks by fine-tuning predictions from queueing theory | Jul 13, 2022 | Graph Neural Network | CodeCode Available | 0 |
| A Bipartite Graph Neural Network Approach for Scalable Beamforming Optimization | Jul 12, 2022 | Graph Neural Network | —Unverified | 0 |
| Interference-Limited Ultra-Reliable and Low-Latency Communications: Graph Neural Networks or Stochastic Geometry? | Jul 11, 2022 | DiversityGraph Neural Network | —Unverified | 0 |
| Few-Shot Semantic Relation Prediction across Heterogeneous Graphs | Jul 11, 2022 | Graph Neural NetworkMeta-Learning | —Unverified | 0 |
| On Graph Neural Network Fairness in the Presence of Heterophilous Neighborhoods | Jul 10, 2022 | AttributeFairness | —Unverified | 0 |
| Representation Learning in Continuous-Time Dynamic Signed Networks | Jul 7, 2022 | Graph Neural NetworkLink Sign Prediction | —Unverified | 0 |
| Context-aware Self-supervised Learning for Medical Images Using Graph Neural Network | Jul 6, 2022 | AnatomyGraph Neural Network | —Unverified | 0 |
| NodeTrans: A Graph Transfer Learning Approach for Traffic Prediction | Jul 4, 2022 | Graph Neural NetworkPrediction | —Unverified | 0 |
| The Neural-Prediction based Acceleration Algorithm of Column Generation for Graph-Based Set Covering Problems | Jul 4, 2022 | Combinatorial OptimizationGraph Neural Network | —Unverified | 0 |
| A Graph Isomorphism Network with Weighted Multiple Aggregators for Speech Emotion Recognition | Jul 3, 2022 | Emotion RecognitionGraph Neural Network | —Unverified | 0 |
| Scalable Polar Code Construction for Successive Cancellation List Decoding: A Graph Neural Network-Based Approach | Jul 3, 2022 | Graph Neural Network | —Unverified | 0 |
| Tree-constrained Pointer Generator with Graph Neural Network Encodings for Contextual Speech Recognition | Jul 2, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Detecting Suicidality with a Contextual Graph Neural Network | Jul 1, 2022 | Graph Neural Network | —Unverified | 0 |
| Explicit Graph Reasoning Fusing Knowledge and Contextual Information for Multi-hop Question Answering | Jul 1, 2022 | Graph Neural NetworkMulti-hop Question Answering | CodeCode Available | 0 |
| Static and Dynamic Speaker Modeling based on Graph Neural Network for Emotion Recognition in Conversation | Jul 1, 2022 | Emotion RecognitionEmotion Recognition in Conversation | —Unverified | 0 |
| Modeling Teams Performance Using Deep Representational Learning on Graphs | Jun 29, 2022 | Graph Neural Network | —Unverified | 0 |
| RAW-GNN: RAndom Walk Aggregation based Graph Neural Network | Jun 28, 2022 | Graph Neural NetworkRepresentation Learning | —Unverified | 0 |
| 3D Multi-Object Tracking with Differentiable Pose Estimation | Jun 28, 2022 | 3D Multi-Object TrackingGraph Neural Network | —Unverified | 0 |
| DeStripe: A Self2Self Spatio-Spectral Graph Neural Network with Unfolded Hessian for Stripe Artifact Removal in Light-sheet Microscopy | Jun 27, 2022 | DenoisingGraph Neural Network | —Unverified | 0 |
| Reduced Optimal Power Flow Using Graph Neural Network | Jun 27, 2022 | Graph Neural Network | —Unverified | 0 |
| Edge Direction-invariant Graph Neural Networks for Molecular Dipole Moments Prediction | Jun 26, 2022 | Graph Neural Network | —Unverified | 0 |
| Learn to Predict How Humans Manipulate Large-sized Objects from Interactive Motions | Jun 25, 2022 | Graph Neural NetworkHuman-Object Interaction Detection | —Unverified | 0 |
| Similarity-aware Positive Instance Sampling for Graph Contrastive Pre-training | Jun 23, 2022 | Contrastive LearningGraph Classification | —Unverified | 0 |
| Heterogeneous Graph Neural Networks for Software Effort Estimation | Jun 22, 2022 | Graph Neural Network | —Unverified | 0 |
| Efficient and effective training of language and graph neural network models | Jun 22, 2022 | Edge ClassificationGraph Neural Network | —Unverified | 0 |
| Geometric Matrix Completion via Sylvester Multi-Graph Neural Network | Jun 19, 2022 | Graph MiningGraph Neural Network | —Unverified | 0 |
| Finding Diverse and Predictable Subgraphs for Graph Domain Generalization | Jun 19, 2022 | Domain GeneralizationGraph Neural Network | —Unverified | 0 |
| Fast Simulation of Particulate Suspensions Enabled by Graph Neural Network | Jun 17, 2022 | Computational EfficiencyGPU | —Unverified | 0 |
| ComENet: Towards Complete and Efficient Message Passing for 3D Molecular Graphs | Jun 17, 2022 | Drug DiscoveryGraph Neural Network | —Unverified | 0 |
| Reinforcement Learning-enhanced Shared-account Cross-domain Sequential Recommendation | Jun 16, 2022 | Graph Neural NetworkHierarchical Reinforcement Learning | CodeCode Available | 0 |
| Spatial Attention-Based 3D Graph Convolutional Neural Network for Sign Language Recognition | Jun 16, 2022 | Graph Neural NetworkSign Language Recognition | —Unverified | 0 |
| A Robust Stacking Framework for Training Deep Graph Models with Multifaceted Node Features | Jun 16, 2022 | Graph Neural Network | —Unverified | 0 |
| TeKo: Text-Rich Graph Neural Networks with External Knowledge | Jun 15, 2022 | Graph Neural Network | —Unverified | 0 |
| Learning Large-scale Subsurface Simulations with a Hybrid Graph Network Simulator | Jun 15, 2022 | Decision MakingGraph Neural Network | —Unverified | 0 |
| Region-enhanced Deep Graph Convolutional Networks for Rumor Detection | Jun 15, 2022 | Graph Neural Network | —Unverified | 0 |
| Lattice Convolutional Networks for Learning Ground States of Quantum Many-Body Systems | Jun 15, 2022 | Graph Neural Network | —Unverified | 0 |
| Category-Agnostic 6D Pose Estimation with Conditional Neural Processes | Jun 14, 2022 | 6D Pose EstimationDecoder | —Unverified | 0 |
| tBDFS: Temporal Graph Neural Network Leveraging DFS | Jun 12, 2022 | Graph Neural NetworkLink Prediction | CodeCode Available | 0 |
| PreQR: Pre-training Representation for SQL Understanding | Jun 11, 2022 | Graph Neural Network | —Unverified | 0 |
| Optimal Solutions for Joint Beamforming and Antenna Selection: From Branch and Bound to Graph Neural Imitation Learning | Jun 11, 2022 | Graph Neural NetworkImitation Learning | —Unverified | 0 |
| Fundamental Limits in Formal Verification of Message-Passing Neural Networks | Jun 10, 2022 | Adversarial RobustnessClassification | —Unverified | 0 |
| Beyond the Gates of Euclidean Space: Temporal-Discrimination-Fusions and Attention-based Graph Neural Network for Human Activity Recognition | Jun 10, 2022 | Activity RecognitionGraph Neural Network | —Unverified | 0 |
| ScatterSample: Diversified Label Sampling for Data Efficient Graph Neural Network Learning | Jun 9, 2022 | Active LearningDrug Design | —Unverified | 0 |
| Towards Understanding Graph Neural Networks: An Algorithm Unrolling Perspective | Jun 9, 2022 | Bilevel OptimizationDenoising | —Unverified | 0 |
| A Privacy-Preserving Subgraph-Level Federated Graph Neural Network via Differential Privacy | Jun 7, 2022 | Graph Neural NetworkPrivacy Preserving | —Unverified | 0 |
| DeepTPI: Test Point Insertion with Deep Reinforcement Learning | Jun 7, 2022 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 0 |