| Demystifying Graph Neural Network Explanations | Nov 25, 2021 | Decision MakingGraph Neural Network | —Unverified | 0 |
| Explaining machine-learned particle-flow reconstruction | Nov 24, 2021 | Decision MakingGraph Neural Network | CodeCode Available | 1 |
| Particle Graph Autoencoders and Differentiable, Learned Energy Mover's Distance | Nov 24, 2021 | Anomaly DetectionGraph Neural Network | CodeCode Available | 0 |
| ChebLieNet: Invariant Spectral Graph NNs Turned Equivariant by Riemannian Geometry on Lie Groups | Nov 23, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Network In Graph Neural Network | Nov 23, 2021 | Fraud DetectionGraph Neural Network | —Unverified | 0 |
| Anomaly-resistant Graph Neural Networks via Neural Architecture Search | Nov 22, 2021 | Graph Neural NetworkNeural Architecture Search | —Unverified | 0 |
| Graph Neural Networks with Parallel Neighborhood Aggregations for Graph Classification | Nov 22, 2021 | ClassificationGraph Classification | CodeCode Available | 0 |
| Network representation learning: A macro and micro view | Nov 21, 2021 | Graph Neural NetworkNetwork Embedding | —Unverified | 0 |
| Federated Social Recommendation with Graph Neural Network | Nov 21, 2021 | Federated LearningGraph Neural Network | —Unverified | 0 |
| Image-Like Graph Representations for Improved Molecular Property Prediction | Nov 20, 2021 | Graph Neural NetworkMolecular Property Prediction | —Unverified | 0 |
| Edge-Enhanced Global Disentangled Graph Neural Network for Sequential Recommendation | Nov 20, 2021 | Graph Neural NetworkRecommendation Systems | —Unverified | 0 |
| Enabling Automated FPGA Accelerator Optimization Using Graph Neural Networks | Nov 17, 2021 | Graph Neural NetworkHigh-Level Synthesis | —Unverified | 0 |
| IV-GNN : Interval Valued Data Handling Using Graph Neural Network | Nov 17, 2021 | Graph ClassificationGraph Neural Network | —Unverified | 0 |
| Probabilistic Spatial Distribution Prior Based Attentional Keypoints Matching Network | Nov 17, 2021 | Graph Neural NetworkImage Stitching | —Unverified | 0 |
| ReadE: Learning Relation-Dependent Entity Representation for Knowledge Graph Completion | Nov 16, 2021 | Contrastive LearningGraph Embedding | —Unverified | 0 |
| Modeling Hierarchical Syntax Structure with Triplet Position for Source Code Summarization | Nov 16, 2021 | Code SummarizationGraph Neural Network | CodeCode Available | 0 |
| Get the Point! Graph Enhanced Candidate Retrieval for Zero-shot Entity Linking | Nov 16, 2021 | Entity LinkingEntity Retrieval | —Unverified | 0 |
| Neighbour Contrastive Learning with Heterogeneous Graph Attention Networks on Short Text Classification | Nov 16, 2021 | Contrastive LearningGraph Attention | —Unverified | 0 |
| Learning and Evaluating Character Representations in Novels | Nov 16, 2021 | Graph Neural NetworkWord Embeddings | —Unverified | 0 |
| Breaking Down Questions for Outside-Knowledge Visual Question Answering | Nov 16, 2021 | Graph Neural NetworkQuestion Answering | —Unverified | 0 |
| Can Neural Networks Understand Programs like Humans? | Nov 16, 2021 | Clone DetectionCode Summarization | CodeCode Available | 0 |
| Pre-training Graph Neural Network for Cross Domain Recommendation | Nov 16, 2021 | Graph Neural NetworkGraph Representation Learning | —Unverified | 0 |
| Graph neural network-based fault diagnosis: a review | Nov 16, 2021 | Fault DiagnosisGraph Attention | —Unverified | 0 |
| Short-Term Power Prediction for Renewable Energy Using Hybrid Graph Convolutional Network and Long Short-Term Memory Approach | Nov 15, 2021 | Graph Neural Network | —Unverified | 0 |
| Multi-Task Classification of Sewer Pipe Defects and Properties using a Cross-Task Graph Neural Network Decoder | Nov 15, 2021 | ClassificationDecoder | CodeCode Available | 0 |
| Sign Language Translation with Hierarchical Spatio-TemporalGraph Neural Network | Nov 14, 2021 | Graph Neural NetworkMachine Translation | —Unverified | 0 |
| Learning to Evolve on Dynamic Graphs | Nov 13, 2021 | Graph Neural NetworkMeta-Learning | CodeCode Available | 0 |
| Simplifying approach to Node Classification in Graph Neural Networks | Nov 12, 2021 | Classificationfeature selection | CodeCode Available | 1 |
| Benchmarking deep generative models for diverse antibody sequence design | Nov 12, 2021 | BenchmarkingDiversity | —Unverified | 0 |
| Spatio-Temporal Scene-Graph Embedding for Autonomous Vehicle Collision Prediction | Nov 11, 2021 | Autonomous VehiclesGraph Embedding | CodeCode Available | 1 |
| Predicting Lattice Phonon Vibrational Frequencies Using Deep Graph Neural Networks | Nov 10, 2021 | Graph Neural NetworkMaterials Screening | —Unverified | 0 |
| Graph Neural Network Training with Data Tiering | Nov 10, 2021 | CPUFraud Detection | —Unverified | 0 |
| Generalizable Cross-Graph Embedding for GNN-based Congestion Prediction | Nov 10, 2021 | Graph EmbeddingGraph Neural Network | —Unverified | 0 |
| Unsupervised Learning for Identifying High Eigenvector Centrality Nodes: A Graph Neural Network Approach | Nov 8, 2021 | DecoderGraph Neural Network | CodeCode Available | 0 |
| Directional Message Passing on Molecular Graphs via Synthetic Coordinates | Nov 8, 2021 | Graph Neural NetworkMolecular Property Prediction | —Unverified | 0 |
| threaTrace: Detecting and Tracing Host-based Threats in Node Level Through Provenance Graph Learning | Nov 8, 2021 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Recognizing Vector Graphics without Rasterization | Nov 5, 2021 | Graph Neural Networkobject-detection | CodeCode Available | 1 |
| My House, My Rules: Learning Tidying Preferences with Graph Neural Networks | Nov 4, 2021 | Graph Neural NetworkWord Embeddings | —Unverified | 0 |
| Graph neural network initialisation of quantum approximate optimisation | Nov 4, 2021 | Graph Neural NetworkMeta-Learning | —Unverified | 0 |
| Power Flow Balancing with Decentralized Graph Neural Networks | Nov 3, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Manipulation of Granular Materials by Learning Particle Interactions | Nov 3, 2021 | Graph Neural NetworkSand | CodeCode Available | 1 |
| Time-aware Graph Neural Network for Entity Alignment between Temporal Knowledge Graphs | Nov 1, 2021 | Entity AlignmentGraph Neural Network | CodeCode Available | 1 |
| Deep Attention Diffusion Graph Neural Networks for Text Classification | Nov 1, 2021 | ClassificationDeep Attention | —Unverified | 0 |
| GraphMR: Graph Neural Network for Mathematical Reasoning | Nov 1, 2021 | Graph Neural NetworkGraph-to-Sequence | —Unverified | 0 |
| Iterative GNN-based Decoder for Question Generation | Nov 1, 2021 | DecoderGraph Neural Network | CodeCode Available | 0 |
| SpellBERT: A Lightweight Pretrained Model for Chinese Spelling Check | Nov 1, 2021 | Graph Neural NetworkLanguage Modeling | —Unverified | 0 |
| A Discourse-Aware Graph Neural Network for Emotion Recognition in Multi-Party Conversation | Nov 1, 2021 | Emotion RecognitionEmotion Recognition in Conversation | —Unverified | 0 |
| Relation-aware Bidirectional Path Reasoning for Commonsense Question Answering | Nov 1, 2021 | Graph Neural NetworkKnowledge Graphs | —Unverified | 0 |
| Heterogeneous Graph Neural Networks for Large-Scale Bid Keyword Matching | Nov 1, 2021 | Graph Neural NetworkMarketing | —Unverified | 0 |
| FastCover: An Unsupervised Learning Framework for Multi-Hop Influence Maximization in Social Networks | Oct 31, 2021 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 0 |