Graph Neural Networks

Discovering Invariant Rationales for Graph Neural Networks ICLR 2022 Discrete Opinion Tree Induction for Aspect-based Sentiment Analysis ACL 2022 DisenCite: Graph-Based Disentangled Representation Learning for Context-Specific Citation Generation AAAI 2022 Disentangled Action Recognition with Knowledge Bases NAACL 2022 Disentangled Spatiotemporal Graph Generative Models AAAI 2022 Dist2Cycle: A Simplicial Neural Network for Homology Localization AAAI 2022 Doc-GCN: Heterogeneous Graph Convolutional Networks for Document Layout Analysis COLING 2022 DocTime: A Document-level Temporal Dependency Graph Parser NAACL 2022 Document-Level Event Argument Extraction by Leveraging Redundant Information and Closed Boundary Loss NAACL 2022 Document-Level Relation Extraction via Pair-Aware and Entity-Enhanced Representation Learning COLING 2022 Does GNN Pretraining Help Molecular Representation? NeurIPS 2022 Do We Need Anisotropic Graph Neural Networks? ICLR 2022 DRAG: Dynamic Region-Aware GCN for Privacy-Leaking Image Detection AAAI 2022 DRLK: Dynamic Hierarchical Reasoning with Language Model and Knowledge Graph for Question Answering EMNLP 2022 DSM: Question Generation over Knowledge Base via Modeling Diverse Subgraphs with Meta-learner EMNLP 2022 DSTAGNN: Dynamic Spatial-Temporal Aware Graph Neural Network for Traffic Flow Forecasting ICML 2022 DUCK: Rumour Detection on Social Media by Modelling User and Comment Propagation Networks NAACL 2022 DyGRAIN: An Incremental Learning Framework for Dynamic Graphs IJCAI 2022 Dynamic Graph Learning Based on Hierarchical Memory for Origin-Destination Demand Prediction IJCAI 2022 Dynamic Graph Neural Networks Under Spatio-Temporal Distribution Shift NeurIPS 2022 Dynamic Relevance Graph Network for Knowledge-Aware Question Answering COLING 2022 Dynamic Schema Graph Fusion Network for Multi-Domain Dialogue State Tracking ACL 2022 DynGL-SDP: Dynamic Graph Learning for Semantic Dependency Parsing COLING 2022 Early-Bird GCNs: Graph-Network Co-optimization towards More Efficient GCN Training and Inference via Drawing Early-Bird Lottery Tickets AAAI 2022 Early Forecast of Traffic Accident Impact Based on a Single-Snapshot Observation (Student Abstract) AAAI 2022