| Recurrent Brain Graph Mapper for Predicting Time-Dependent Brain Graph Evaluation Trajectory | Oct 6, 2021 | Graph Neural Network | CodeCode Available | 0 |
| NUS-IDS at FinCausal 2021: Dependency Tree in Graph Neural Network for Better Cause-Effect Span Detection | Oct 6, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Space-Time Graph Neural Networks | Oct 6, 2021 | Graph Neural Network | —Unverified | 0 |
| Improving Generalization of Deep Reinforcement Learning-based TSP Solvers | Oct 6, 2021 | Deep Reinforcement LearningGraph Neural Network | —Unverified | 0 |
| Permute Me Softly: Learning Soft Permutations for Graph Representations | Oct 5, 2021 | Graph ClassificationGraph Neural Network | CodeCode Available | 0 |
| Hierarchical information matters: Text classification via tree based graph neural network | Oct 5, 2021 | ClassificationDependency Parsing | CodeCode Available | 0 |
| Wireless Link Scheduling via Graph Representation Learning: A Comparative Study of Different Supervision Levels | Oct 4, 2021 | Graph Neural NetworkGraph Representation Learning | CodeCode Available | 0 |
| Automated airway segmentation by learning graphical structure | Sep 30, 2021 | Computed Tomography (CT)Graph Neural Network | —Unverified | 0 |
| Revisiting Point Cloud Simplification: A Learnable Feature Preserving Approach | Sep 30, 2021 | Graph Neural Network | —Unverified | 0 |
| Breaking Down Questions for Outside-Knowledge VQA | Sep 29, 2021 | Graph Neural NetworkQuestion Answering | —Unverified | 0 |
| Differentiable Scaffolding Tree for Molecule Optimization | Sep 29, 2021 | Combinatorial OptimizationDrug Discovery | —Unverified | 0 |
| PI-GNN: Towards Robust Semi-Supervised Node Classification against Noisy Labels | Sep 29, 2021 | Graph MiningGraph Neural Network | —Unverified | 0 |
| A General Unified Graph Neural Network Framework Against Adversarial Attacks | Sep 29, 2021 | DenoisingGraph Neural Network | —Unverified | 0 |
| On Locality in Graph Learning via Graph Neural Network | Sep 29, 2021 | Active LearningGraph Learning | —Unverified | 0 |
| 3D Pre-training improves GNNs for Molecular Property Prediction | Sep 29, 2021 | Graph Neural NetworkMolecular Property Prediction | —Unverified | 0 |
| Full-Precision Free Binary Graph Neural Networks | Sep 29, 2021 | Graph Neural NetworkMixture-of-Experts | —Unverified | 0 |
| Trading Quality for Efficiency of Graph Partitioning: An Inductive Method across Graphs | Sep 29, 2021 | Combinatorial OptimizationGraph Neural Network | —Unverified | 0 |
| DEEP GRAPH TREE NETWORKS | Sep 29, 2021 | Graph LearningGraph Neural Network | —Unverified | 0 |
| LPMARL: Linear Programming based Implicit Task Assigment for Hiearchical Multi-Agent Reinforcement Learning | Sep 29, 2021 | Graph Neural NetworkMulti-agent Reinforcement Learning | —Unverified | 0 |
| Geometric Random Walk Graph Neural Networks via Implicit Layers | Sep 29, 2021 | Graph ClassificationGraph Neural Network | —Unverified | 0 |
| On the Effect of Input Perturbations for Graph Neural Networks | Sep 29, 2021 | Graph Neural Network | —Unverified | 0 |
| LEARNING GUARANTEES FOR GRAPH CONVOLUTIONAL NETWORKS ON THE STOCHASTIC BLOCK MODEL | Sep 29, 2021 | Community DetectionGraph Neural Network | —Unverified | 0 |
| NeuroSED: Learning Subgraph Similarity via Graph Neural Networks | Sep 29, 2021 | Graph Neural NetworkInductive Bias | —Unverified | 0 |
| Adaptive Multi-layer Contrastive Graph Neural Networks | Sep 29, 2021 | Data AugmentationGraph Neural Network | —Unverified | 0 |
| Concept-Aware Denoising Graph Neural Network for Micro-Video Recommendation | Sep 28, 2021 | DenoisingGraph Neural Network | —Unverified | 0 |
| Data-driven Taylor-Galerkin finite-element scheme for convection problems | Sep 27, 2021 | Graph Neural Network | —Unverified | 0 |
| Graph Neural Network-based Resource Allocation Strategies for Multi-Object Spectroscopy | Sep 27, 2021 | Graph Neural NetworkPOS | CodeCode Available | 0 |
| HAGEN: Homophily-Aware Graph Convolutional Recurrent Network for Crime Forecasting | Sep 27, 2021 | Crime PredictionGraph Learning | —Unverified | 0 |
| A Survey of Graph Neural Networks for Recommender Systems: Challenges, Methods, and Directions | Sep 27, 2021 | graph constructionGraph Neural Network | CodeCode Available | 0 |
| Hybrid Quantum Classical Graph Neural Networks for Particle Track Reconstruction | Sep 26, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Scalable deeper graph neural networks for high-performance materials property prediction | Sep 25, 2021 | Band GapGraph Attention | CodeCode Available | 1 |
| Regression modeling on DNA encoded libraries | Sep 24, 2021 | Drug DiscoveryGraph Neural Network | —Unverified | 0 |
| Semi-supervised Graph Neural Network for Particle-level Noise Removal | Sep 24, 2021 | Graph Neural Network | —Unverified | 0 |
| Graph Learning Augmented Heterogeneous Graph Neural Network for Social Recommendation | Sep 24, 2021 | Graph LearningGraph Neural Network | —Unverified | 0 |
| Untrained Graph Neural Networks for Denoising | Sep 24, 2021 | DenoisingGraph Neural Network | CodeCode Available | 0 |
| How Does Knowledge Graph Embedding Extrapolate to Unseen Data: A Semantic Evidence View | Sep 24, 2021 | Graph EmbeddingGraph Neural Network | CodeCode Available | 1 |
| Efficient, Interpretable Graph Neural Network Representation for Angle-dependent Properties and its Application to Optical Spectroscopy | Sep 23, 2021 | Graph Neural Network | —Unverified | 0 |
| Differentiable Scaffolding Tree for Molecular Optimization | Sep 22, 2021 | Combinatorial OptimizationDrug Discovery | —Unverified | 0 |
| ENERO: Efficient Real-Time WAN Routing Optimization with Deep Reinforcement Learning | Sep 22, 2021 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 1 |
| HyperExpan: Taxonomy Expansion with Hyperbolic Representation Learning | Sep 22, 2021 | Graph Neural NetworkRepresentation Learning | —Unverified | 0 |
| Graph Neural Netwrok with Interaction Pattern for Group Recommendation | Sep 21, 2021 | Graph Neural Network | —Unverified | 0 |
| Learning through structure: towards deep neuromorphic knowledge graph embeddings | Sep 21, 2021 | Graph EmbeddingGraph Learning | CodeCode Available | 1 |
| Edge-similarity-aware Graph Neural Networks | Sep 20, 2021 | Graph Neural Network | CodeCode Available | 0 |
| RaWaNet: Enriching Graph Neural Network Input via Random Walks on Graphs | Sep 15, 2021 | Graph LearningGraph Neural Network | —Unverified | 0 |
| Shape-Biased Domain Generalization via Shock Graph Embeddings | Sep 13, 2021 | Domain GeneralizationGraph Neural Network | —Unverified | 0 |
| A Joint Graph and Image Convolution Network for Automatic Brain Tumor Segmentation | Sep 12, 2021 | Brain Tumor SegmentationGraph Neural Network | CodeCode Available | 1 |
| ProcK: Machine Learning for Knowledge-Intensive Processes | Sep 10, 2021 | AttributeBIG-bench Machine Learning | —Unverified | 0 |
| Open-World Distributed Robot Self-Localization with Transferable Visual Vocabulary and Both Absolute and Relative Features | Sep 9, 2021 | Graph Neural NetworkRobot Navigation | —Unverified | 0 |
| SeDyT: A General Framework for Multi-Step Event Forecasting via Sequence Modeling on Dynamic Entity Embeddings | Sep 9, 2021 | Entity EmbeddingsGraph Neural Network | CodeCode Available | 0 |
| Cross-lingual Transfer for Text Classification with Dictionary-based Heterogeneous Graph | Sep 9, 2021 | Cross-Lingual TransferGraph Neural Network | CodeCode Available | 1 |