| High-Order Pooling for Graph Neural Networks with Tensor Decomposition | May 24, 2022 | ClassificationGraph Classification | —Unverified | 0 |
| Evidential Temporal-aware Graph-based Social Event Detection via Dempster-Shafer Theory | May 24, 2022 | Event DetectionGraph Neural Network | —Unverified | 0 |
| Deep Representations for Time-varying Brain Datasets | May 23, 2022 | AttributeGraph Neural Network | CodeCode Available | 0 |
| GraphAD: A Graph Neural Network for Entity-Wise Multivariate Time-Series Anomaly Detection | May 23, 2022 | Anomaly DetectionGraph Neural Network | —Unverified | 0 |
| How Powerful are Spectral Graph Neural Networks | May 23, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Heterogeneous Graph Neural Network for Personalized Session-Based Recommendation with User-Session Constraints | May 23, 2022 | Graph Neural NetworkRecommendation Systems | —Unverified | 0 |
| Edge Graph Neural Networks for Massive MIMO Detection | May 22, 2022 | Graph Neural Network | —Unverified | 0 |
| Micro-video recommendation model based on graph neural network and attention mechanism | May 21, 2022 | Graph Neural Network | —Unverified | 0 |
| De novo design of protein target specific scaffold-based Inhibitors via Reinforcement Learning | May 21, 2022 | Drug DiscoveryGraph Neural Network | —Unverified | 0 |
| KGNN: Harnessing Kernel-based Networks for Semi-supervised Graph Classification | May 21, 2022 | Graph ClassificationGraph Neural Network | —Unverified | 0 |
| EGR: Equivariant Graph Refinement and Assessment of 3D Protein Complex Structures | May 20, 2022 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 |
| A Correlation Information-based Spatiotemporal Network for Traffic Flow Forecasting | May 20, 2022 | Graph Neural NetworkTraffic Prediction | CodeCode Available | 1 |
| FairNorm: Fair and Fast Graph Neural Network Training | May 20, 2022 | FairnessGraph Neural Network | —Unverified | 0 |
| Label-invariant Augmentation for Semi-Supervised Graph Classification | May 19, 2022 | ClassificationContrastive Learning | —Unverified | 0 |
| Plane Geometry Diagram Parsing | May 19, 2022 | Geometry Problem SolvingGraph Neural Network | CodeCode Available | 1 |
| A Simple Yet Effective SVD-GCN for Directed Graphs | May 19, 2022 | DenoisingGraph Neural Network | CodeCode Available | 0 |
| A graph representation of molecular ensembles for polymer property prediction | May 17, 2022 | BIG-bench Machine LearningGraph Neural Network | CodeCode Available | 1 |
| CellTypeGraph: A New Geometric Computer Vision Benchmark | May 17, 2022 | Graph Neural NetworkNode Classification | CodeCode Available | 0 |
| Poincaré Heterogeneous Graph Neural Networks for Sequential Recommendation | May 16, 2022 | Graph Neural NetworkGraph Representation Learning | —Unverified | 0 |
| Neural-Symbolic Models for Logical Queries on Knowledge Graphs | May 16, 2022 | Complex Query AnsweringGraph Neural Network | CodeCode Available | 1 |
| Topology-aware Graph Neural Networks for Learning Feasible and Adaptive ac-OPF Solutions | May 16, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Pocket2Mol: Efficient Molecular Sampling Based on 3D Protein Pockets | May 15, 2022 | Drug DesignGraph Neural Network | CodeCode Available | 2 |
| Fake News Quick Detection on Dynamic Heterogeneous Information Networks | May 14, 2022 | ArticlesGraph Neural Network | —Unverified | 0 |
| Distribution-Aware Graph Representation Learning for Transient Stability Assessment of Power System | May 12, 2022 | Binary ClassificationGraph Neural Network | CodeCode Available | 1 |
| A Neural Network Architecture for Program Understanding Inspired by Human Behaviors | May 10, 2022 | Clone DetectionCode Summarization | CodeCode Available | 0 |
| Meta-Learning Based Knowledge Extrapolation for Knowledge Graphs in the Federated Setting | May 10, 2022 | Graph Neural NetworkKnowledge Graphs | CodeCode Available | 1 |
| LayoutXLM vs. GNN: An Empirical Evaluation of Relation Extraction for Documents | May 9, 2022 | BenchmarkingGraph Neural Network | —Unverified | 0 |
| Joint learning of object graph and relation graph for visual question answering | May 9, 2022 | AttributeGraph Neural Network | —Unverified | 0 |
| GRAPHCACHE: Message Passing as Caching for Sentence-Level Relation Extraction | May 8, 2022 | Graph Neural NetworkRelation | —Unverified | 0 |
| Adaptive Graph Convolutional Network Framework for Multidimensional Time Series Prediction | May 8, 2022 | Graph Neural NetworkPrediction | —Unverified | 0 |
| BrainIB: Interpretable Brain Network-based Psychiatric Diagnosis with Graph Information Bottleneck | May 7, 2022 | DiagnosticFunctional Connectivity | CodeCode Available | 1 |
| SUGER: A Subgraph-based Graph Convolutional Network Method for Bundle Recommendation | May 5, 2022 | Graph Neural NetworkRecommendation Systems | —Unverified | 0 |
| Towards Fast Simulation of Environmental Fluid Mechanics with Multi-Scale Graph Neural Networks | May 5, 2022 | Graph Neural Network | —Unverified | 0 |
| COGMEN: COntextualized GNN based Multimodal Emotion recognitioN | May 5, 2022 | Emotion RecognitionEmotion Recognition in Conversation | CodeCode Available | 1 |
| Great Truths are Always Simple: A Rather Simple Knowledge Encoder for Enhancing the Commonsense Reasoning Capacity of Pre-Trained Models | May 4, 2022 | Graph Neural NetworkRelation | CodeCode Available | 1 |
| Crystal Twins: Self-supervised Learning for Crystalline Material Property Prediction | May 4, 2022 | Graph Neural NetworkPrediction | —Unverified | 0 |
| Multi-subgoal Robot Navigation in Crowds with History Information and Interactions | May 4, 2022 | Deep Reinforcement LearningGraph Neural Network | —Unverified | 0 |
| DANBO: Disentangled Articulated Neural Body Representations via Graph Neural Networks | May 3, 2022 | Graph Neural NetworkImage Generation | —Unverified | 0 |
| RU-Net: Regularized Unrolling Network for Scene Graph Generation | May 3, 2022 | DenoisingDiversity | CodeCode Available | 1 |
| FINETUNA: Fine-tuning Accelerated Molecular Simulations | May 2, 2022 | Active LearningGraph Neural Network | —Unverified | 0 |
| Learning from Sibling Mentions with Scalable Graph Inference in Fine-Grained Entity Typing | May 1, 2022 | Entity TypingGraph Neural Network | —Unverified | 0 |
| Modeling Hierarchical Syntax Structure with Triplet Position for Source Code Summarization | May 1, 2022 | Code SummarizationGraph Neural Network | —Unverified | 0 |
| Graph-combined Coreference Resolution Methods on Conversational Machine Reading Comprehension with Pre-trained Language Model | May 1, 2022 | coreference-resolutionCoreference Resolution | —Unverified | 0 |
| Learning and Evaluating Character Representations in Novels | May 1, 2022 | Graph Neural NetworkWord Embeddings | CodeCode Available | 0 |
| Heterogeneous graph neural network for power allocation in multicarrier-division duplex cell-free massive MIMO systems | May 1, 2022 | Graph Neural Network | CodeCode Available | 1 |
| HDGT: Heterogeneous Driving Graph Transformer for Multi-Agent Trajectory Prediction via Scene Encoding | Apr 30, 2022 | Autonomous Drivinggraph construction | CodeCode Available | 1 |
| Heterogeneous Graph Neural Networks using Self-supervised Reciprocally Contrastive Learning | Apr 30, 2022 | AttributeContrastive Learning | —Unverified | 0 |
| Distributed Auto-Learning GNN for Multi-Cell Cluster-Free NOMA Communications | Apr 28, 2022 | Graph Neural NetworkScheduling | —Unverified | 0 |
| FlowGNN: A Dataflow Architecture for Real-Time Workload-Agnostic Graph Neural Network Inference | Apr 27, 2022 | CPUDrug Discovery | CodeCode Available | 1 |
| A Practical Two-stage Ranking Framework for Cross-market Recommendation | Apr 27, 2022 | Graph Neural NetworkVocal Bursts Valence Prediction | CodeCode Available | 0 |
