Graph Neural Networks

Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting AAAI 2021 Spatial-Temporal Sequential Hypergraph Network for Crime Prediction with Dynamic Multiplex Relation Learning IJCAI 2021 Spatio-Temporal Dynamic Inference Network for Group Activity Recognition ICCV 2021 Spatiotemporal Graph Neural Network for Performance Prediction of Photovoltaic Power Systems AAAI 2021 Spatio-Temporal Graph Scattering Transform ICLR 2021 STaCK: Sentence Ordering with Temporal Commonsense Knowledge EMNLP 2021 Statistical Guarantees for Local Spectral Clustering on Random Neighborhood Graphs JMLR 2021 StickyPillars: Robust and Efficient Feature Matching on Point Clouds Using Graph Neural Networks CVPR 2021 Stochastic Iterative Graph Matching ICML 2021 Stock Selection via Spatiotemporal Hypergraph Attention Network: A Learning to Rank Approach AAAI 2021 Story Ending Generation with Multi-Level Graph Convolutional Networks over Dependency Trees AAAI 2021 Structural Encoding and Pre-training Matter: Adapting BERT for Table-Based Fact Verification EACL 2021 Structural Realization with GGNNs NAACL 2021 Subgroup Generalization and Fairness of Graph Neural Networks NeurIPS 2021 Suicide Ideation Detection via Social and Temporal User Representations using Hyperbolic Learning NAACL 2021 Symmetric Spaces for Graph Embeddings: A Finsler-Riemannian Approach ICML 2021 Systematic Generalization with Edge Transformers NeurIPS 2021 Tackling Fake News Detection by Interactively Learning Representations using Graph Neural Networks ACL 2021 TANGO: Commonsense Generalization in Predicting Tool Interactions for Mobile Manipulators IJCAI 2021 TearingNet: Point Cloud Autoencoder To Learn Topology-Friendly Representations CVPR 2021 Temporal Heterogeneous Information Network Embedding IJCAI 2021 Temporal Relational Modeling with Self-Supervision for Action Segmentation AAAI 2021 TestRank: Bringing Order into Unlabeled Test Instances for Deep Learning Tasks NeurIPS 2021 Text-Guided Graph Neural Networks for Referring 3D Instance Segmentation AAAI 2021 The FairyNet Corpus - Character Networks for German Fairy Tales EMNLP 2021