| 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 |
| Great~Truths~are ~Always ~Simple: A Rather Simple Knowledge Encoder for Enhancing the Commonsense Reasoning Capacity of Pre-Trained Models | Jul 1, 2022 | Graph Neural NetworkRelation | CodeCode Available | 1 |
| Cross-document Misinformation Detection based on Event Graph Reasoning | Jul 1, 2022 | Articlescoreference-resolution | CodeCode Available | 1 |
| Detecting Suicidality with a Contextual Graph Neural Network | Jul 1, 2022 | Graph Neural Network | —Unverified | 0 |
| Transforming PageRank into an Infinite-Depth Graph Neural Network | Jul 1, 2022 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| Trajectory Forecasting on Temporal Graphs | Jul 1, 2022 | Graph Neural NetworkMotion Forecasting | CodeCode Available | 1 |
| Spherical Channels for Modeling Atomic Interactions | Jun 29, 2022 | 10-shot image generationComputational chemistry | CodeCode Available | 4 |
| Modeling Teams Performance Using Deep Representational Learning on Graphs | Jun 29, 2022 | Graph Neural Network | —Unverified | 0 |
| Learning the Evolutionary and Multi-scale Graph Structure for Multivariate Time Series Forecasting | Jun 28, 2022 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 1 |
| 3D Multi-Object Tracking with Differentiable Pose Estimation | Jun 28, 2022 | 3D Multi-Object TrackingGraph Neural Network | —Unverified | 0 |
| BAGEL: A Benchmark for Assessing Graph Neural Network Explanations | Jun 28, 2022 | BIG-bench Machine LearningGraph Classification | CodeCode Available | 1 |
| RAW-GNN: RAndom Walk Aggregation based Graph Neural Network | Jun 28, 2022 | Graph Neural NetworkRepresentation Learning | —Unverified | 0 |
| Reduced Optimal Power Flow Using Graph Neural Network | Jun 27, 2022 | Graph 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 |
| Learning to Control Local Search for Combinatorial Optimization | Jun 27, 2022 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 |
| Modern graph neural networks do worse than classical greedy algorithms in solving combinatorial optimization problems like maximum independent set | Jun 27, 2022 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 |
| Automatic identification of segmentation errors for radiotherapy using geometric learning | Jun 27, 2022 | Graph Neural NetworkSelf-Supervised Learning | CodeCode Available | 1 |
| Edge Direction-invariant Graph Neural Networks for Molecular Dipole Moments Prediction | Jun 26, 2022 | Graph Neural Network | —Unverified | 0 |
| Image Aesthetics Assessment Using Graph Attention Network | Jun 26, 2022 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| Towards Representation Alignment and Uniformity in Collaborative Filtering | Jun 26, 2022 | Collaborative FilteringGraph Neural Network | CodeCode Available | 1 |
| 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 |
| Equiformer: Equivariant Graph Attention Transformer for 3D Atomistic Graphs | Jun 23, 2022 | Graph AttentionGraph Neural Network | CodeCode Available | 2 |
| RetroGraph: Retrosynthetic Planning with Graph Search | Jun 23, 2022 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 |
| Efficient and effective training of language and graph neural network models | Jun 22, 2022 | Edge ClassificationGraph Neural Network | —Unverified | 0 |
| Agent-based Graph Neural Networks | Jun 22, 2022 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| Heterogeneous Graph Neural Networks for Software Effort Estimation | Jun 22, 2022 | Graph Neural Network | —Unverified | 0 |
| Geometric Matrix Completion via Sylvester Multi-Graph Neural Network | Jun 19, 2022 | Graph MiningGraph Neural Network | —Unverified | 0 |
| Graph Neural Network Aided MU-MIMO Detectors | Jun 19, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Finding Diverse and Predictable Subgraphs for Graph Domain Generalization | Jun 19, 2022 | Domain GeneralizationGraph Neural Network | —Unverified | 0 |
| Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting | Jun 18, 2022 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 2 |
| Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting | Jun 18, 2022 | Graph LearningGraph Neural Network | CodeCode Available | 2 |
| NAS-Bench-Graph: Benchmarking Graph Neural Architecture Search | Jun 18, 2022 | BenchmarkingGraph Neural Network | CodeCode Available | 1 |
| 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 |
| Sheaf Neural Networks with Connection Laplacians | Jun 17, 2022 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
| 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 |
| Time Interval-enhanced Graph Neural Network for Shared-account Cross-domain Sequential Recommendation | Jun 16, 2022 | Graph Neural NetworkRepresentation Learning | CodeCode Available | 1 |
| Reinforcement Learning-enhanced Shared-account Cross-domain Sequential Recommendation | Jun 16, 2022 | Graph Neural NetworkHierarchical Reinforcement Learning | CodeCode Available | 0 |
| Lattice Convolutional Networks for Learning Ground States of Quantum Many-Body Systems | 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 |
| RecBole 2.0: Towards a More Up-to-Date Recommendation Library | Jun 15, 2022 | BenchmarkingData Augmentation | CodeCode Available | 4 |
| TeKo: Text-Rich Graph Neural Networks with External Knowledge | 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 |
| Soft-mask: Adaptive Substructure Extractions for Graph Neural Networks | Jun 11, 2022 | Graph Neural NetworkRepresentation Learning | CodeCode Available | 1 |
| 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 |
