| Fundamental Limits in Formal Verification of Message-Passing Neural Networks | Jun 10, 2022 | Adversarial RobustnessClassification | —Unverified | 0 |
| Beyond the Gates of Euclidean Space: Temporal-Discrimination-Fusions and Attention-based Graph Neural Network for Human Activity Recognition | Jun 10, 2022 | Activity RecognitionGraph Neural Network | —Unverified | 0 |
| ScatterSample: Diversified Label Sampling for Data Efficient Graph Neural Network Learning | Jun 9, 2022 | Active LearningDrug Design | —Unverified | 0 |
| Towards Understanding Graph Neural Networks: An Algorithm Unrolling Perspective | Jun 9, 2022 | Bilevel OptimizationDenoising | —Unverified | 0 |
| Diffusion probabilistic modeling of protein backbones in 3D for the motif-scaffolding problem | Jun 8, 2022 | Graph Neural Network | CodeCode Available | 1 |
| DeepTPI: Test Point Insertion with Deep Reinforcement Learning | Jun 7, 2022 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 0 |
| Marked Neural Spatio-Temporal Point Process Involving a Dynamic Graph Neural Network | Jun 7, 2022 | AttributeGraph Neural Network | —Unverified | 0 |
| A Privacy-Preserving Subgraph-Level Federated Graph Neural Network via Differential Privacy | Jun 7, 2022 | Graph Neural NetworkPrivacy Preserving | —Unverified | 0 |
| Improving Fairness in Graph Neural Networks via Mitigating Sensitive Attribute Leakage | Jun 7, 2022 | AttributeFairness | CodeCode Available | 1 |
| Efficient and Accurate Physics-aware Multiplex Graph Neural Networks for 3D Small Molecules and Macromolecule Complexes | Jun 6, 2022 | Graph Neural NetworkMolecular Property Prediction | CodeCode Available | 1 |
| Neuro CROSS exchange: Learning to CROSS exchange to solve realistic vehicle routing problems | Jun 6, 2022 | Graph Neural Network | —Unverified | 0 |
| HPGNN: Using Hierarchical Graph Neural Networks for Outdoor Point Cloud Processing | Jun 5, 2022 | Autonomous NavigationGraph Neural Network | —Unverified | 0 |
| Investigating Brain Connectivity with Graph Neural Networks and GNNExplainer | Jun 4, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Can Hybrid Geometric Scattering Networks Help Solve the Maximum Clique Problem? | Jun 3, 2022 | DecoderGraph Neural Network | CodeCode Available | 0 |
| Instant Graph Neural Networks for Dynamic Graphs | Jun 3, 2022 | Graph Neural Network | —Unverified | 0 |
| A federated graph neural network framework for privacy-preserving personalization | Jun 2, 2022 | Federated LearningGraph Neural Network | CodeCode Available | 1 |
| Shortest Path Networks for Graph Property Prediction | Jun 2, 2022 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| Invertible Neural Networks for Graph Prediction | Jun 2, 2022 | Anomaly DetectionGraph Neural Network | CodeCode Available | 0 |
| Neural Improvement Heuristics for Graph Combinatorial Optimization Problems | Jun 1, 2022 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 0 |
| An Empirical Study of Retrieval-enhanced Graph Neural Networks | Jun 1, 2022 | Graph Neural NetworkGraph Property Prediction | CodeCode Available | 0 |
| InducT-GCN: Inductive Graph Convolutional Networks for Text Classification | Jun 1, 2022 | ClassificationGraph Neural Network | CodeCode Available | 1 |
| Distributed Graph Neural Network Training with Periodic Stale Representation Synchronization | May 31, 2022 | Graph EmbeddingGraph Neural Network | —Unverified | 0 |
| Label-Enhanced Graph Neural Network for Semi-supervised Node Classification | May 31, 2022 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
| Continuous Temporal Graph Networks for Event-Based Graph Data | May 31, 2022 | Graph Neural Network | —Unverified | 0 |
| Template based Graph Neural Network with Optimal Transport Distances | May 31, 2022 | Graph ClassificationGraph Matching | CodeCode Available | 0 |
| Rethinking Graph Neural Networks for Anomaly Detection | May 31, 2022 | Anomaly DetectionGraph Anomaly Detection | CodeCode Available | 2 |
| AdaProp: Learning Adaptive Propagation for Graph Neural Network based Knowledge Graph Reasoning | May 30, 2022 | Graph Neural Network | CodeCode Available | 1 |
| A multimedia recommendation model based on collaborative graph | May 30, 2022 | Graph Neural Networkmodel | —Unverified | 0 |
| GraphWalks: Efficient Shape Agnostic Geodesic Shortest Path Estimation | May 30, 2022 | Graph Neural Network | —Unverified | 0 |
| Image Keypoint Matching using Graph Neural Networks | May 27, 2022 | Graph MatchingGraph Neural Network | —Unverified | 0 |
| MIP-GNN: A Data-Driven Framework for Guiding Combinatorial Solvers | May 27, 2022 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 |
| Feudal Multi-Agent Reinforcement Learning with Adaptive Network Partition for Traffic Signal Control | May 27, 2022 | Graph Neural NetworkMulti-agent Reinforcement Learning | —Unverified | 0 |
| DeepSAT: An EDA-Driven Learning Framework for SAT | May 27, 2022 | Graph Neural Network | —Unverified | 0 |
| Geometer: Graph Few-Shot Class-Incremental Learning via Prototype Representation | May 27, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Bias Reduction via Cooperative Bargaining in Synthetic Graph Dataset Generation | May 27, 2022 | BenchmarkingDataset Generation | CodeCode Available | 0 |
| Reinforcement Learning Approach for Mapping Applications to Dataflow-Based Coarse-Grained Reconfigurable Array | May 26, 2022 | Graph AttentionGraph Neural Network | CodeCode Available | 0 |
| Transformer for Partial Differential Equations' Operator Learning | May 26, 2022 | Graph Neural NetworkOperator learning | CodeCode Available | 1 |
| DT+GNN: A Fully Explainable Graph Neural Network using Decision Trees | May 26, 2022 | Decision MakingGraph Neural Network | —Unverified | 0 |
| SS-GNN: A Simple-Structured Graph Neural Network for Affinity Prediction | May 25, 2022 | Graph Neural NetworkPrediction | CodeCode Available | 1 |
| Predicting Corporate Risk by Jointly Modeling Company Networks and Dialogues in Earnings Conference Calls | May 25, 2022 | Graph AttentionGraph Neural Network | —Unverified | 0 |
| TrustGNN: Graph Neural Network based Trust Evaluation via Learnable Propagative and Composable Nature | May 25, 2022 | Graph Neural NetworkRecommendation Systems | —Unverified | 0 |
| Service Discovery in Social Internet of Things using Graph Neural Networks | May 25, 2022 | Graph Neural Network | —Unverified | 0 |
| FBNETGEN: Task-aware GNN-based fMRI Analysis via Functional Brain Network Generation | May 25, 2022 | Graph Neural NetworkTime Series | CodeCode Available | 1 |
| Improving Subgraph Representation Learning via Multi-View Augmentation | May 25, 2022 | Graph Neural NetworkRepresentation Learning | —Unverified | 0 |
| QGNN: Value Function Factorisation with Graph Neural Networks | May 25, 2022 | Graph Neural NetworkMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| Robust Reinforcement Learning on Graphs for Logistics optimization | May 25, 2022 | Graph Neural Networkreinforcement-learning | —Unverified | 0 |
| MUG: Multi-human Graph Network for 3D Mesh Reconstruction from 2D Pose | May 25, 2022 | 3D Human Pose Estimation3D Multi-Person Human Pose Estimation | —Unverified | 0 |
| RecipeRec: A Heterogeneous Graph Learning Model for Recipe Recommendation | May 24, 2022 | Collaborative FilteringContrastive Learning | CodeCode Available | 0 |
| Recipe2Vec: Multi-modal Recipe Representation Learning with Graph Neural Networks | May 24, 2022 | Adversarial AttackGraph Neural Network | CodeCode Available | 1 |
| Physics-Embedded Neural Networks: Graph Neural PDE Solvers with Mixed Boundary Conditions | May 24, 2022 | Graph Neural Network | CodeCode Available | 1 |
