Graph Neural Networks

SpreadGNN: Decentralized Multi-Task Federated Learning for Graph Neural Networks on Molecular Data AAAI 2022 SSEGCN: Syntactic and Semantic Enhanced Graph Convolutional Network for Aspect-based Sentiment Analysis NAACL 2022 SSL-Lanes: Self-Supervised Learning for Motion Forecasting in Autonomous Driving CoRL 2022 Stabilizing and Enhancing Link Prediction through Deepened Graph Auto-Encoders IJCAI 2022 Static and Dynamic Speaker Modeling based on Graph Neural Network for Emotion Recognition in Conversation NAACL 2022 StATIK: Structure and Text for Inductive Knowledge Graph Completion NAACL 2022 Stationary Diffusion State Neural Estimation for Multiview Clustering AAAI 2022 StickyLocalization: Robust End-to-End Relocalization on Point Clouds Using Graph Neural Networks WACV 2022 Structural Entropy Guided Graph Hierarchical Pooling ICML 2022 Structural Landmarking and Interaction Modelling: A “SLIM” Network for Graph Classification AAAI 2022 Structural Networks for Brain Age Prediction MIDL 2022 Structural Supervision for Word Alignment and Machine Translation ACL 2022 Structure-Aware Transformer for Graph Representation Learning ICML 2022 Structure-Aware Transformer Policy for Inhomogeneous Multi-Task Reinforcement Learning ICLR 2022 Subsequence-based Graph Routing Network for Capturing Multiple Risk Propagation Processes IJCAI 2022 Supporting Medical Relation Extraction via Causality-Pruned Semantic Dependency Forest COLING 2022 Survey on Graph Neural Network Acceleration: An Algorithmic Perspective IJCAI 2022 SVGA-Net: Sparse Voxel-Graph Attention Network for 3D Object Detection from Point Clouds AAAI 2022 Symmetry-induced Disentanglement on Graphs NeurIPS 2022 SymNet 2.0: Effectively handling Non-Fluents and Actions in Generalized Neural Policies for RDDL Relational MDPs UAI 2022 SynGEC: Syntax-Enhanced Grammatical Error Correction with a Tailored GEC-Oriented Parser EMNLP 2022 Tackling Fake News Detection by Continually Improving Social Context Representations using Graph Neural Networks ACL 2022 TAMP-S2GCNets: Coupling Time-Aware Multipersistence Knowledge Representation with Spatio-Supra Graph Convolutional Networks for Time-Series Forecasting ICLR 2022 TANKBind: Trigonometry-Aware Neural NetworKs for Drug-Protein Binding Structure Prediction NeurIPS 2022 Task-Agnostic Graph Explanations NeurIPS 2022