| COGMEN: COntextualized GNN based Multimodal Emotion recognitioN | May 5, 2022 | Emotion RecognitionEmotion Recognition in Conversation | CodeCode Available | 1 |
| Great Truths are Always Simple: A Rather Simple Knowledge Encoder for Enhancing the Commonsense Reasoning Capacity of Pre-Trained Models | May 4, 2022 | Graph Neural NetworkRelation | CodeCode Available | 1 |
| RU-Net: Regularized Unrolling Network for Scene Graph Generation | May 3, 2022 | DenoisingDiversity | CodeCode Available | 1 |
| Heterogeneous graph neural network for power allocation in multicarrier-division duplex cell-free massive MIMO systems | May 1, 2022 | Graph Neural Network | CodeCode Available | 1 |
| HDGT: Heterogeneous Driving Graph Transformer for Multi-Agent Trajectory Prediction via Scene Encoding | Apr 30, 2022 | Autonomous Drivinggraph construction | CodeCode Available | 1 |
| FlowGNN: A Dataflow Architecture for Real-Time Workload-Agnostic Graph Neural Network Inference | Apr 27, 2022 | CPUDrug Discovery | CodeCode Available | 1 |
| Euler: Detecting Network Lateral Movement via Scalable Temporal Link Prediction | Apr 24, 2022 | Dynamic Link PredictionEdge Detection | CodeCode Available | 1 |
| Long-term Spatio-temporal Forecasting via Dynamic Multiple-Graph Attention | Apr 23, 2022 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| Modelling graph dynamics in fraud detection with "Attention" | Apr 22, 2022 | Fraud DetectionGraph Neural Network | CodeCode Available | 1 |
| Simulate Time-integrated Coarse-grained Molecular Dynamics with Multi-Scale Graph Networks | Apr 21, 2022 | BIG-bench Machine LearningGraph Clustering | CodeCode Available | 1 |
| Multimodal spatiotemporal graph neural networks for improved prediction of 30-day all-cause hospital readmission | Apr 14, 2022 | AllGraph Neural Network | CodeCode Available | 1 |
| Self-Supervised Graph Neural Network for Multi-Source Domain Adaptation | Apr 8, 2022 | Domain AdaptationGraph Neural Network | CodeCode Available | 1 |
| Structure-aware Protein Self-supervised Learning | Apr 6, 2022 | Graph Neural NetworkLanguage Modeling | CodeCode Available | 1 |
| Transition Information Enhanced Disentangled Graph Neural Networks for Session-based Recommendation | Apr 5, 2022 | Graph Neural NetworkPosition | CodeCode Available | 1 |
| Equivariant Point Cloud Analysis via Learning Orientations for Message Passing | Mar 28, 2022 | Graph Neural Network | CodeCode Available | 1 |
| SpeqNets: Sparsity-aware Permutation-equivariant Graph Networks | Mar 25, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Fine-Tuning Graph Neural Networks via Graph Topology induced Optimal Transport | Mar 20, 2022 | Graph ClassificationGraph Learning | CodeCode Available | 1 |
| Learning the Dynamics of Physical Systems from Sparse Observations with Finite Element Networks | Mar 16, 2022 | Graph Neural NetworkInterpretability Techniques for Deep Learning | CodeCode Available | 1 |
| HeterMPC: A Heterogeneous Graph Neural Network for Response Generation in Multi-Party Conversations | Mar 16, 2022 | Graph Neural NetworkResponse Generation | CodeCode Available | 1 |
| Panoramic Human Activity Recognition | Mar 8, 2022 | Activity RecognitionGraph Neural Network | CodeCode Available | 1 |
| Learning Resilient Radio Resource Management Policies with Graph Neural Networks | Mar 7, 2022 | FairnessGraph Neural Network | CodeCode Available | 1 |
| GCNet: Graph Completion Network for Incomplete Multimodal Learning in Conversation | Mar 4, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Intention Aware Robot Crowd Navigation with Attention-Based Interaction Graph | Mar 3, 2022 | Graph Neural NetworkMotion Planning | CodeCode Available | 1 |
| GeoBi-GNN: Geometry-aware Bi-domain Mesh Denoising via Graph Neural Networks | Mar 1, 2022 | DenoisingGraph Neural Network | CodeCode Available | 1 |
| Multi-View Graph Representation for Programming Language Processing: An Investigation into Algorithm Detection | Feb 25, 2022 | Graph Neural Network | CodeCode Available | 1 |
