| Matrix Data Deep Decoder - Geometric Learning for Structured Data Completion | Jan 1, 2021 | DecoderGraph Neural Network | —Unverified | 0 |
| Real-Time AutoML | Jan 1, 2021 | AutoMLBIG-bench Machine Learning | —Unverified | 0 |
| ScheduleNet: Learn to Solve MinMax mTSP Using Reinforcement Learning with Delayed Reward | Jan 1, 2021 | Combinatorial OptimizationGraph Neural Network | —Unverified | 0 |
| GraphCGAN: Convolutional Graph Neural Network with Generative Adversarial Networks | Jan 1, 2021 | Graph Neural Network | —Unverified | 0 |
| Learning Lagrangian Fluid Dynamics with Graph Neural Networks | Jan 1, 2021 | Graph Neural Network | —Unverified | 0 |
| Polynomial Graph Convolutional Networks | Jan 1, 2021 | Graph ClassificationGraph Neural Network | —Unverified | 0 |
| Learning a Transferable Scheduling Policy for Various Vehicle Routing Problems based on Graph-centric Representation Learning | Jan 1, 2021 | Graph Neural Networkreinforcement-learning | —Unverified | 0 |
| NODE-SELECT: A FLEXIBLE GRAPH NEURAL NETWORK BASED ON REALISTIC PROPAGATION SCHEME | Jan 1, 2021 | Graph Neural NetworkNode Classification | —Unverified | 0 |
| Modelling Drug-Target Binding Affinity using a BERT based Graph Neural network | Jan 1, 2021 | Graph Neural Network | —Unverified | 0 |
| Multi-level Graph Matching Networks for Deep and Robust Graph Similarity Learning | Jan 1, 2021 | Graph ClassificationGraph Matching | —Unverified | 0 |
| Discovering Dialog Structure Graph for Open-Domain Dialog Generation | Dec 31, 2020 | Graph Neural NetworkOpen-Domain Dialog | —Unverified | 0 |
| Binary Graph Neural Networks | Dec 31, 2020 | BinarizationGraph Neural Network | CodeCode Available | 1 |
| Joint Air Quality and Weather Prediction Based on Multi-Adversarial Spatiotemporal Networks | Dec 30, 2020 | Graph LearningGraph Neural Network | —Unverified | 0 |
| Code Summarization with Structure-induced Transformer | Dec 29, 2020 | Code SummarizationGraph Neural Network | CodeCode Available | 1 |
| Signed Graph Diffusion Network | Dec 28, 2020 | Graph Neural NetworkLink Sign Prediction | —Unverified | 0 |
| Bayesian Graph Neural Network for Fast identification of critical nodes in Uncertain Complex Networks | Dec 26, 2020 | Graph Neural NetworkNode Classification | —Unverified | 0 |
| Scalable Graph Neural Network-based framework for identifying critical nodes and links in Complex Networks | Dec 26, 2020 | Graph Neural Network | —Unverified | 0 |
| A Hierarchical Reasoning Graph Neural Network for The Automatic Scoring of Answer Transcriptions in Video Job Interviews | Dec 22, 2020 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Deep Multi-attribute Graph Representation Learning on Protein Structures | Dec 22, 2020 | AttributeGraph Neural Network | —Unverified | 0 |
| Hop-Hop Relation-aware Graph Neural Networks | Dec 21, 2020 | Graph EmbeddingGraph Neural Network | —Unverified | 0 |
| A Graph Reasoning Network for Multi-turn Response Selection via Customized Pre-training | Dec 21, 2020 | Graph Neural NetworkRetrieval | —Unverified | 0 |
| Learn molecular representations from large-scale unlabeled molecules for drug discovery | Dec 21, 2020 | Drug DiscoveryGraph Neural Network | —Unverified | 0 |
| Suspicious Massive Registration Detection via Dynamic Heterogeneous Graph Neural Networks | Dec 20, 2020 | Graph Neural NetworkManagement | —Unverified | 0 |
| PC-RGNN: Point Cloud Completion and Graph Neural Network for 3D Object Detection | Dec 18, 2020 | 3D Object DetectionAutonomous Driving | —Unverified | 0 |
| Leveraging Meta-path Contexts for Classification in Heterogeneous Information Networks | Dec 18, 2020 | ClassificationGeneral Classification | —Unverified | 0 |
| A Hybrid Graph Neural Network Approach for Detecting PHP Vulnerabilities | Dec 16, 2020 | Graph Neural Network | —Unverified | 0 |
| Understanding Image Retrieval Re-Ranking: A Graph Neural Network Perspective | Dec 14, 2020 | Drone-view target localizationGPU | CodeCode Available | 1 |
| Molecular graph generation with Graph Neural Networks | Dec 14, 2020 | Drug DiscoveryGraph Generation | —Unverified | 0 |
| Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object Segmentation | Dec 10, 2020 | Graph Neural NetworkObject | —Unverified | 0 |
| GNN-XML: Graph Neural Networks for Extreme Multi-label Text Classification | Dec 10, 2020 | ClusteringGeneral Classification | —Unverified | 0 |
| Tracking Interaction States for Multi-Turn Text-to-SQL Semantic Parsing | Dec 9, 2020 | Graph Neural NetworkSemantic Parsing | CodeCode Available | 0 |
| Group-Wise Semantic Mining for Weakly Supervised Semantic Segmentation | Dec 9, 2020 | Graph Neural NetworkSegmentation | CodeCode Available | 1 |
| Emotional Conversation Generation with Heterogeneous Graph Neural Network | Dec 9, 2020 | DecoderGraph Neural Network | CodeCode Available | 1 |
| BonDNet: a graph neural network for the prediction of bond dissociation energies for charged molecules | Dec 8, 2020 | Graph Neural NetworkQuantum Chemistry Regression | CodeCode Available | 1 |
| Learning Video Instance Segmentation with Recurrent Graph Neural Networks | Dec 7, 2020 | Graph Neural NetworkInstance Segmentation | —Unverified | 0 |
| Dynamic Structure Learning through Graph Neural Network for Forecasting Soil Moisture in Precision Agriculture | Dec 7, 2020 | Graph Neural NetworkGraph structure learning | CodeCode Available | 1 |
| NCGNN: Node-Level Capsule Graph Neural Network for Semisupervised Classification | Dec 7, 2020 | ClassificationGraph Neural Network | —Unverified | 0 |
| GraphPB: Graphical Representations of Prosody Boundary in Speech Synthesis | Dec 3, 2020 | DecoderGraph Embedding | —Unverified | 0 |
| SB-MTL: Score-based Meta Transfer-Learning for Cross-Domain Few-Shot Learning | Dec 3, 2020 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Dr-COVID: Graph Neural Networks for SARS-CoV-2 Drug Repurposing | Dec 3, 2020 | Drug DesignGraph Neural Network | CodeCode Available | 0 |
| Few-Shot Text Classification with Edge-Labeling Graph Neural Network-Based Prototypical Network | Dec 1, 2020 | Few-Shot Text ClassificationGraph Neural Network | —Unverified | 0 |
| A Contextual Alignment Enhanced Cross Graph Attention Network for Cross-lingual Entity Alignment | Dec 1, 2020 | Entity AlignmentGraph Attention | —Unverified | 0 |
| Random Walk Graph Neural Networks | Dec 1, 2020 | Graph ClassificationGraph Neural Network | —Unverified | 0 |
| Unsupervised Joint k-node Graph Representations with Compositional Energy-Based Models | Dec 1, 2020 | Graph Neural NetworkNode Classification | —Unverified | 0 |
| Graph Stochastic Neural Networks for Semi-supervised Learning | Dec 1, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 |
| CodeCMR: Cross-Modal Retrieval For Function-Level Binary Source Code Matching | Dec 1, 2020 | Computer SecurityCross-Modal Retrieval | CodeCode Available | 1 |
| Multimodal Graph Networks for Compositional Generalization in Visual Question Answering | Dec 1, 2020 | Graph Neural NetworkQuestion Answering | —Unverified | 0 |
| A Targeted Universal Attack on Graph Convolutional Network | Nov 29, 2020 | Adversarial AttackGraph Neural Network | CodeCode Available | 0 |
| Unsupervised Constrained Community Detection via Self-Expressive Graph Neural Network | Nov 28, 2020 | ClusteringCommunity Detection | CodeCode Available | 1 |
| Attention-Based Learning on Molecular Ensembles | Nov 25, 2020 | 3D geometryGraph Neural Network | —Unverified | 0 |