Graph Neural Networks

Land Deformation Prediction via Slope-Aware Graph Neural Networks AAAI 2021 Large Scale Learning on Non-Homophilous Graphs: New Benchmarks and Strong Simple Methods NeurIPS 2021 Layer-Assisted Neural Topic Modeling over Document Networks IJCAI 2021 LayoutGMN: Neural Graph Matching for Structural Layout Similarity CVPR 2021 Learnable Graph Matching: Incorporating Graph Partitioning With Deep Feature Learning for Multiple Object Tracking CVPR 2021 Learn from Concepts: Towards the Purified Memory for Few-shot Learning IJCAI 2021 Learning a Proposal Classifier for Multiple Object Tracking CVPR 2021 Learning Asynchronous and Sparse Human-Object Interaction in Videos CVPR 2021 Learning Attributed Graph Representation with Communicative Message Passing Transformer IJCAI 2021 Learning Clause Representation from Dependency-Anchor Graph for Connective Prediction NAACL 2021 Learning Conjoint Attentions for Graph Neural Nets NeurIPS 2021 Learning continuous-time PDEs from sparse data with graph neural networks ICLR 2021 Learning Dynamic Graph Representation of Brain Connectome with Spatio-Temporal Attention NeurIPS 2021 Learning Dynamics via Graph Neural Networks for Human Pose Estimation and Tracking CVPR 2021 Learning from Protein Structure with Geometric Vector Perceptrons ICLR 2021 Learning Graph Cellular Automata NeurIPS 2021 Learning Graph Embeddings for Compositional Zero-Shot Learning CVPR 2021 Learning Graph Neural Networks with Approximate Gradient Descent AAAI 2021 Learning Graphs for Knowledge Transfer With Limited Labels CVPR 2021 Learning grounded word meaning representations on similarity graphs EMNLP 2021 Learning Hierarchical Graph Neural Networks for Image Clustering ICCV 2021 Learning Hybrid Relationships for Person Re-identification AAAI 2021 Learning Local Neighboring Structure for Robust 3D Shape Representation AAAI 2021 Learning Mesh-Based Simulation with Graph Networks ICLR 2021 Learning Neural Generative Dynamics for Molecular Conformation Generation ICLR 2021