| Embedding Symbolic Temporal Knowledge into Deep Sequential Models | Jan 28, 2021 | Action RecognitionActivity Recognition | —Unverified | 0 |
| Adversarial Active Learning based Heterogeneous Graph Neural Network for Fake News Detection | Jan 27, 2021 | Active LearningArticles | —Unverified | 0 |
| Calibrating and Improving Graph Contrastive Learning | Jan 27, 2021 | Contrastive LearningGraph Clustering | CodeCode Available | 0 |
| Learning Parametrised Graph Shift Operators | Jan 25, 2021 | Graph ClassificationGraph Neural Network | CodeCode Available | 0 |
| Learn from Concepts: Towards the Purified Memory for Few-shot Learning | Jan 23, 2021 | Few-Shot LearningGraph Neural Network | —Unverified | 0 |
| Dynamic Planning of Bicycle Stations in Dockless Public Bicycle-sharing System Using Gated Graph Neural Network | Jan 19, 2021 | ClusteringGraph Neural Network | —Unverified | 0 |
| Heterogeneous Similarity Graph Neural Network on Electronic Health Records | Jan 17, 2021 | Graph Neural Network | —Unverified | 0 |
| Solving QSAT problems with neural MCTS | Jan 17, 2021 | Board GamesGraph Neural Network | —Unverified | 0 |
| BiGCN: A Bi-directional Low-Pass Filtering Graph Neural Network | Jan 14, 2021 | DenoisingGraph Neural Network | —Unverified | 0 |
| BERT-GT: Cross-sentence n-ary relation extraction with BERT and Graph Transformer | Jan 11, 2021 | BenchmarkingBinary Relation Extraction | —Unverified | 0 |
| TrackMPNN: A Message Passing Graph Neural Architecture for Multi-Object Tracking | Jan 11, 2021 | Autonomous DrivingGraph Neural Network | —Unverified | 0 |
| ADiag: Graph Neural Network Based Diagnosis of Alzheimer's Disease | Jan 8, 2021 | DiagnosticGraph Neural Network | —Unverified | 0 |
| Safety-Oriented Pedestrian Motion and Scene Occupancy Forecasting | Jan 7, 2021 | Graph Neural NetworkMotion Forecasting | —Unverified | 0 |
| Node2Seq: Towards Trainable Convolutions in Graph Neural Networks | Jan 6, 2021 | Graph Neural Network | —Unverified | 0 |
| Contrastive Learning for Recommender System | Jan 5, 2021 | Collaborative FilteringContrastive Learning | —Unverified | 0 |
| Representation Learning of Reconstructed Graphs Using Random Walk Graph Convolutional Network | Jan 2, 2021 | Graph Neural NetworkGraph Representation Learning | —Unverified | 0 |
| Modelling Drug-Target Binding Affinity using a BERT based Graph Neural network | Jan 1, 2021 | Graph Neural Network | —Unverified | 0 |
| NODE-SELECT: A FLEXIBLE GRAPH NEURAL NETWORK BASED ON REALISTIC PROPAGATION SCHEME | Jan 1, 2021 | Graph Neural NetworkNode Classification | —Unverified | 0 |
| GraphCGAN: Convolutional Graph Neural Network with Generative Adversarial Networks | Jan 1, 2021 | Graph Neural Network | —Unverified | 0 |
| Learning to Search for Fast Maximum Common Subgraph Detection | Jan 1, 2021 | Cloud ComputingDrug Design | —Unverified | 0 |
| ScheduleNet: Learn to Solve MinMax mTSP Using Reinforcement Learning with Delayed Reward | Jan 1, 2021 | Combinatorial OptimizationGraph Neural Network | —Unverified | 0 |
| Matrix Data Deep Decoder - Geometric Learning for Structured Data Completion | Jan 1, 2021 | DecoderGraph 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 |
| Real-Time AutoML | Jan 1, 2021 | AutoMLBIG-bench Machine Learning | —Unverified | 0 |
| ForceNet: A Graph Neural Network for Large-Scale Quantum Chemistry Simulation | Jan 1, 2021 | Atomic ForcesGraph Neural Network | —Unverified | 0 |
| Multi-level Graph Matching Networks for Deep and Robust Graph Similarity Learning | Jan 1, 2021 | Graph ClassificationGraph Matching | —Unverified | 0 |
| Analysing the Update step in Graph Neural Networks via Sparsification | Jan 1, 2021 | Graph Neural Network | —Unverified | 0 |
| Differentiable Graph Optimization for Neural Architecture Search | Jan 1, 2021 | Bayesian OptimizationGraph 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 |
| Graph Neural Network Acceleration via Matrix Dimension Reduction | Jan 1, 2021 | Dimensionality ReductionGraph Neural Network | —Unverified | 0 |
| Iterated graph neural network system | Jan 1, 2021 | Graph Neural NetworkNode Classification | —Unverified | 0 |
| Discovering Dialog Structure Graph for Open-Domain Dialog Generation | Dec 31, 2020 | Graph Neural NetworkOpen-Domain Dialog | —Unverified | 0 |
| Joint Air Quality and Weather Prediction Based on Multi-Adversarial Spatiotemporal Networks | Dec 30, 2020 | Graph LearningGraph Neural Network | —Unverified | 0 |
| Signed Graph Diffusion Network | Dec 28, 2020 | Graph Neural NetworkLink Sign Prediction | —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 |
| Bayesian Graph Neural Network for Fast identification of critical nodes in Uncertain Complex Networks | Dec 26, 2020 | Graph Neural NetworkNode Classification | —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 |
| Learn molecular representations from large-scale unlabeled molecules for drug discovery | Dec 21, 2020 | Drug DiscoveryGraph 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 |
| Hop-Hop Relation-aware Graph Neural Networks | Dec 21, 2020 | Graph EmbeddingGraph 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 |
| 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 |