| DANBO: Disentangled Articulated Neural Body Representations via Graph Neural Networks | May 3, 2022 | Graph Neural NetworkImage Generation | —Unverified | 0 |
| FINETUNA: Fine-tuning Accelerated Molecular Simulations | May 2, 2022 | Active LearningGraph Neural Network | —Unverified | 0 |
| Modeling Hierarchical Syntax Structure with Triplet Position for Source Code Summarization | May 1, 2022 | Code SummarizationGraph 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 |
| Learning and Evaluating Character Representations in Novels | May 1, 2022 | Graph Neural NetworkWord Embeddings | CodeCode Available | 0 |
| Graph-combined Coreference Resolution Methods on Conversational Machine Reading Comprehension with Pre-trained Language Model | May 1, 2022 | coreference-resolutionCoreference Resolution | —Unverified | 0 |
| 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 |
| A Practical Two-stage Ranking Framework for Cross-market Recommendation | Apr 27, 2022 | Graph Neural NetworkVocal Bursts Valence Prediction | CodeCode Available | 0 |
| Discovering Gateway Ports in Maritime Using Temporal Graph Neural Network Port Classification | Apr 25, 2022 | ClassificationGraph Neural Network | —Unverified | 0 |
| Incorporating Explicit Knowledge in Pre-trained Language Models for Passage Re-ranking | Apr 25, 2022 | Graph Neural NetworkNatural Language Understanding | —Unverified | 0 |
| ClusterGNN: Cluster-based Coarse-to-Fine Graph Neural Network for Efficient Feature Matching | Apr 25, 2022 | Graph Neural Network | —Unverified | 0 |
| Collaborative Auto-Curricula Multi-Agent Reinforcement Learning with Graph Neural Network Communication Layer for Open-ended Wildfire-Management Resource Distribution | Apr 24, 2022 | Graph Neural NetworkManagement | —Unverified | 0 |
| Graph Neural Network-based Early Bearing Fault Detection | Apr 24, 2022 | Fault DetectionGraph Neural Network | —Unverified | 0 |
| Graph Neural Network based Agent in Google Research Football | Apr 23, 2022 | Graph Neural NetworkQ-Learning | —Unverified | 0 |
| All-optical graph representation learning using integrated diffractive photonic computing units | Apr 23, 2022 | AllGraph Neural Network | —Unverified | 0 |
| Automating Neural Architecture Design without Search | Apr 21, 2022 | GPUGraph Neural Network | —Unverified | 0 |
| Dark Spot Detection from SAR Images Based on Superpixel Deeper Graph Convolutional Network | Apr 20, 2022 | Graph Neural NetworkNode Classification | —Unverified | 0 |
| Network Topology Optimization via Deep Reinforcement Learning | Apr 19, 2022 | Deep Reinforcement LearningGraph Neural Network | —Unverified | 0 |
| PIDGeuN: Graph Neural Network-Enabled Transient Dynamics Prediction of Networked Microgrids Through Full-Field Measurement | Apr 18, 2022 | Graph Neural NetworkPrediction | —Unverified | 0 |
| Characterizing and Understanding Distributed GNN Training on GPUs | Apr 18, 2022 | Graph Neural Network | —Unverified | 0 |
| Spatio-Temporal-Frequency Graph Attention Convolutional Network for Aircraft Recognition Based on Heterogeneous Radar Network | Apr 15, 2022 | DiversityGraph Attention | —Unverified | 0 |
| Learning time-dependent PDE solver using Message Passing Graph Neural Networks | Apr 15, 2022 | Graph Neural Network | —Unverified | 0 |
| Solving AC Power Flow with Graph Neural Networks under Realistic Constraints | Apr 14, 2022 | Graph Neural Network | —Unverified | 0 |
| Trigger-GNN: A Trigger-Based Graph Neural Network for Nested Named Entity Recognition | Apr 12, 2022 | Graph Neural Networknamed-entity-recognition | —Unverified | 0 |
| Augmentation-Free Graph Contrastive Learning with Performance Guarantee | Apr 11, 2022 | Contrastive LearningGraph Neural Network | —Unverified | 0 |
| Explicit Feature Interaction-aware Graph Neural Networks | Apr 7, 2022 | Graph Neural NetworkNode Classification | CodeCode Available | 0 |
| "The Pedestrian next to the Lamppost" Adaptive Object Graphs for Better Instantaneous Mapping | Apr 6, 2022 | Graph Neural Network | —Unverified | 0 |
| Micro-Behavior Encoding for Session-based Recommendation | Apr 5, 2022 | Graph Neural NetworkSession-Based Recommendations | —Unverified | 0 |
| Synthetic Graph Generation to Benchmark Graph Learning | Apr 4, 2022 | Graph GenerationGraph Learning | —Unverified | 0 |
| End-to-end multi-particle reconstruction in high occupancy imaging calorimeters with graph neural networks | Apr 4, 2022 | Graph Neural Network | —Unverified | 0 |
| MGRR-Net: Multi-level Graph Relational Reasoning Network for Facial Action Units Detection | Apr 4, 2022 | Graph AttentionGraph Neural Network | —Unverified | 0 |
| Message Passing Neural Networks for Hypergraphs | Mar 31, 2022 | Graph Neural NetworkHypergraph representations | —Unverified | 0 |
| Multi-Robot Active Mapping via Neural Bipartite Graph Matching | Mar 30, 2022 | Graph MatchingGraph Neural Network | —Unverified | 0 |
| AdaGrid: Adaptive Grid Search for Link Prediction Training Objective | Mar 30, 2022 | BIG-bench Machine LearningGraph Neural Network | CodeCode Available | 0 |
| CMMD: Cross-Metric Multi-Dimensional Root Cause Analysis | Mar 30, 2022 | Graph Neural Network | —Unverified | 0 |
| Graph similarity learning for change-point detection in dynamic networks | Mar 29, 2022 | Change Point DetectionFraud Detection | CodeCode Available | 0 |
| Long-term Visual Map Sparsification with Heterogeneous GNN | Mar 29, 2022 | Graph Neural NetworkVisual Localization | —Unverified | 0 |
| Learning to Synthesize Volumetric Meshes from Vision-based Tactile Imprints | Mar 29, 2022 | Graph Neural NetworkImage Augmentation | —Unverified | 0 |
| Revisiting Neighborhood-based Link Prediction for Collaborative Filtering | Mar 29, 2022 | Collaborative FilteringGraph Neural Network | —Unverified | 0 |
| Learning What You Need from What You Did: Product Taxonomy Expansion with User Behaviors Supervision | Mar 28, 2022 | Contrastive LearningGraph Neural Network | CodeCode Available | 0 |
| Solving Disjunctive Temporal Networks with Uncertainty under Restricted Time-Based Controllability using Tree Search and Graph Neural Networks | Mar 28, 2022 | Graph Neural NetworkScheduling | —Unverified | 0 |
| End-to-End Active Speaker Detection | Mar 27, 2022 | Active Speaker DetectionAudio-Visual Active Speaker Detection | CodeCode Available | 0 |
| A comparative analysis of Graph Neural Networks and commonly used machine learning algorithms on fake news detection | Mar 26, 2022 | Fake News DetectionGraph Neural Network | —Unverified | 0 |
| LHNN: Lattice Hypergraph Neural Network for VLSI Congestion Prediction | Mar 24, 2022 | Graph Neural NetworkPrediction | —Unverified | 0 |
| Ethereum Fraud Detection with Heterogeneous Graph Neural Networks | Mar 23, 2022 | Fraud DetectionGraph Neural Network | —Unverified | 0 |
| 3D Multi-Object Tracking Using Graph Neural Networks with Cross-Edge Modality Attention | Mar 21, 2022 | 3D Multi-Object TrackingGraph Neural Network | —Unverified | 0 |
| Inspection-L: Self-Supervised GNN Node Embeddings for Money Laundering Detection in Bitcoin | Mar 20, 2022 | Graph Neural Network | —Unverified | 0 |
| Differentiable Reasoning over Long Stories -- Assessing Systematic Generalisation in Neural Models | Mar 20, 2022 | DiagnosticGraph Neural Network | —Unverified | 0 |
| Meta-Weight Graph Neural Network: Push the Limits Beyond Global Homophily | Mar 19, 2022 | Graph Neural Network | —Unverified | 0 |