Graph Neural Networks

Traffic Flow Prediction with Vehicle Trajectories AAAI 2021 TrafficStream: A Streaming Traffic Flow Forecasting Framework Based on Graph Neural Networks and Continual Learning IJCAI 2021 Training Graph Neural Networks with 1000 Layers ICML 2021 Transferability of Spectral Graph Convolutional Neural Networks JMLR 2021 Transfer Graph Neural Networks for Pandemic Forecasting AAAI 2021 Transfer Learning of Graph Neural Networks with Ego-graph Information Maximization NeurIPS 2021 Transformer-Based Dual Relation Graph for Multi-Label Image Recognition ICCV 2021 Transformers Generalize DeepSets and Can be Extended to Graphs & Hypergraphs NeurIPS 2021 Triangle-Net: Towards Robustness in Point Cloud Learning WACV 2021 TSGCNet: Discriminative Geometric Feature Learning With Two-Stream Graph Convolutional Network for 3D Dental Model Segmentation CVPR 2021 Twitter Event Summarization by Exploiting Semantic Terms and Graph Network AAAI 2021 Two Heads are Better Than One: Hypergraph-Enhanced Graph Reasoning for Visual Event Ratiocination ICML 2021 UAG: Uncertainty-aware Attention Graph Neural Network for Defending Adversarial Attacks AAAI 2021 Ultrahyperbolic Neural Networks NeurIPS 2021 Uncertain Graph Neural Networks for Facial Action Unit Detection AAAI 2021 Uncertainty-Matching Graph Neural Networks to Defend Against Poisoning Attacks AAAI 2021 Understanding Structural Vulnerability in Graph Convolutional Networks IJCAI 2021 Unified Graph Structured Models for Video Understanding ICCV 2021 UniGNN: a Unified Framework for Graph and Hypergraph Neural Networks IJCAI 2021 UniKER: A Unified Framework for Combining Embedding and Definite Horn Rule Reasoning for Knowledge Graph Inference EMNLP 2021 Universal Graph Convolutional Networks NeurIPS 2021 Unlimited Neighborhood Interaction for Heterogeneous Trajectory Prediction ICCV 2021 Unsupervised constrained community detection via self-expressive graph neural network UAI 2021 Unsupervised Cross-Domain Prerequisite Chain Learning using Variational Graph Autoencoders ACL 2021 Unsupervised Learning of Deterministic Dialogue Structure with Edge-Enhanced Graph Auto-Encoder AAAI 2021