| 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 |
