Graph Neural Networks

Context Matters: Graph-based Self-supervised Representation Learning for Medical Images AAAI 2021 Context Modeling in 3D Human Pose Estimation: A Unified Perspective CVPR 2021 Contrasting Contrastive Self-Supervised Representation Learning Pipelines ICCV 2021 Contrastive and Generative Graph Convolutional Networks for Graph-based Semi-Supervised Learning AAAI 2021 Contrastive Document Representation Learning with Graph Attention Networks EMNLP 2021 Contrastive Graph Poisson Networks: Semi-Supervised Learning with Extremely Limited Labels NeurIPS 2021 Contrastive Self-supervised Learning for Graph Classification AAAI 2021 Controlling Graph Dynamics with Reinforcement Learning and Graph Neural Networks ICML 2021 Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention Networks EACL 2021 Convexified Graph Neural Networks for Distributed Control in Robotic Swarms IJCAI 2021 CopulaGNN: Towards Integrating Representational and Correlational Roles of Graphs in Graph Neural Networks ICLR 2021 Cost-aware Graph Generation: A Deep Bayesian Optimization Approach AAAI 2021 Coupled Layer-wise Graph Convolution for Transportation Demand Prediction AAAI 2021 Cross-lingual Text Classification with Heterogeneous Graph Neural Network ACL 2021 Cross-lingual Transfer for Text Classification with Dictionary-based Heterogeneous Graph EMNLP 2021 Cross-Patch Graph Convolutional Network for Image Denoising ICCV 2021 Cross-Task Instance Representation Interactions and Label Dependencies for Joint Information Extraction with Graph Convolutional Networks NAACL 2021 CRSLab: An Open-Source Toolkit for Building Conversational Recommender System ACL 2021 Curriculum Graph Co-Teaching for Multi-Target Domain Adaptation CVPR 2021 DA-GCN: A Domain-aware Attentive Graph Convolution Network for Shared-account Cross-domain Sequential Recommendation IJCAI 2021 Data Augmentation for Graph Neural Networks AAAI 2021 Deconvolutional Networks on Graph Data NeurIPS 2021 Decoupling the Depth and Scope of Graph Neural Networks NeurIPS 2021 Deep Active Surface Models CVPR 2021 Deep Attention Diffusion Graph Neural Networks for Text Classification EMNLP 2021