| VGAER: Graph Neural Network Reconstruction based Community Detection | Jan 8, 2022 | Community DetectionDecoder | CodeCode Available | 1 |
| MGAE: Masked Autoencoders for Self-Supervised Learning on Graphs | Jan 7, 2022 | DecoderGraph Neural Network | CodeCode Available | 1 |
| Multi-Robot Collaborative Perception with Graph Neural Networks | Jan 5, 2022 | Decision MakingDepth Estimation | —Unverified | 0 |
| Planted Dense Subgraphs in Dense Random Graphs Can Be Recovered using Graph-based Machine Learning | Jan 5, 2022 | Graph Neural NetworkPAC learning | CodeCode Available | 0 |
| Sparse-Dyn: Sparse Dynamic Graph Multi-representation Learning via Event-based Sparse Temporal Attention Network | Jan 4, 2022 | Graph EmbeddingGraph Neural Network | —Unverified | 0 |
| Graph Decipher: A transparent dual-attention graph neural network to understand the message-passing mechanism for the node classification | Jan 4, 2022 | Graph Neural NetworkNode Classification | —Unverified | 0 |
| Graph Neural Networks for Double-Strand DNA Breaks Prediction | Jan 4, 2022 | Graph Neural Network | —Unverified | 0 |
| Two-level Graph Neural Network | Jan 3, 2022 | Graph Neural NetworkSubgraph Counting | —Unverified | 0 |
| Graph Neural Networks for Multivariate Time Series Regression with Application to Seismic Data | Jan 3, 2022 | Graph Neural Networkregression | CodeCode Available | 1 |
| A Cluster-Based Trip Prediction Graph Neural Network Model for Bike Sharing Systems | Jan 3, 2022 | ClusteringGraph Neural Network | CodeCode Available | 0 |
| Neural combinatorial optimization beyond the TSP: Existing architectures under-represent graph structure | Jan 3, 2022 | Combinatorial OptimizationGraph Neural Network | —Unverified | 0 |
| Financial time series forecasting with multi-modality graph neural network | Jan 1, 2022 | Graph Neural NetworkTime Series | CodeCode Available | 1 |
| LTP: Lane-Based Trajectory Prediction for Autonomous Driving | Jan 1, 2022 | Autonomous DrivingDiversity | —Unverified | 0 |
| Temporal aware Multi-Interest Graph Neural Network For Session-based Recommendation | Dec 31, 2021 | Graph Neural NetworkRelation | —Unverified | 0 |
| Intention Adaptive Graph Neural Network for Category-aware Session-based Recommendation | Dec 31, 2021 | Graph Neural NetworkSession-Based Recommendations | CodeCode Available | 0 |
| Motif Graph Neural Network | Dec 30, 2021 | Graph ClassificationGraph Embedding | CodeCode Available | 1 |
| TextRGNN: Residual Graph Neural Networks for Text Classification | Dec 30, 2021 | ClassificationGraph Neural Network | —Unverified | 0 |
| Measuring and Sampling: A Metric-guided Subgraph Learning Framework for Graph Neural Network | Dec 30, 2021 | Graph Neural Network | —Unverified | 0 |
| Learning Multi-granularity User Intent Unit for Session-based Recommendation | Dec 25, 2021 | Graph Neural NetworkSession-Based Recommendations | CodeCode Available | 1 |
| DualGNN: Dual Graph Neural Network for Multimedia Recommendation | Dec 24, 2021 | Graph Neural NetworkMultimedia recommendation | CodeCode Available | 1 |
| GREED: A Neural Framework for Learning Graph Distance Functions | Dec 24, 2021 | CPUGPU | CodeCode Available | 1 |
| Revisiting Transformation Invariant Geometric Deep Learning: Are Initial Representations All You Need? | Dec 23, 2021 | AllCombinatorial Optimization | —Unverified | 0 |
| 3D Skeleton-based Few-shot Action Recognition with JEANIE is not so Naïve | Dec 23, 2021 | Action RecognitionDynamic Time Warping | —Unverified | 0 |
| S+PAGE: A Speaker and Position-Aware Graph Neural Network Model for Emotion Recognition in Conversation | Dec 23, 2021 | Emotion RecognitionEmotion Recognition in Conversation | —Unverified | 0 |
| A Scalable Deep Reinforcement Learning Model for Online Scheduling Coflows of Multi-Stage Jobs for High Performance Computing | Dec 21, 2021 | Deep Reinforcement LearningGraph Neural Network | —Unverified | 0 |
