Graph Neural Networks

Selective Attention Based Graph Convolutional Networks for Aspect-Level Sentiment Classification NAACL 2021 Self-Attention Graph Residual Convolutional Networks for Event Detection with dependency relations EMNLP 2021 SelfSAGCN: Self-Supervised Semantic Alignment for Graph Convolution Network CVPR 2021 Self-supervised Graph-level Representation Learning with Local and Global Structure ICML 2021 Self-Supervised Hypergraph Convolutional Networks for Session-based Recommendation AAAI 2021 Semantic Novelty Detection in Natural Language Descriptions EMNLP 2021 Semi-Supervised Joint Estimation of Word and Document Readability NAACL 2021 Semi-Supervised Node Classification on Graphs: Markov Random Fields vs. Graph Neural Networks AAAI 2021 Sequential Graph Convolutional Network for Active Learning CVPR 2021 SGCN: Sparse Graph Convolution Network for Pedestrian Trajectory Prediction CVPR 2021 SgSum:Transforming Multi-document Summarization into Sub-graph Selection EMNLP 2021 ShadowGNN: Graph Projection Neural Network for Text-to-SQL Parser NAACL 2021 Shape-Biased Domain Generalization via Shock Graph Embeddings ICCV 2021 Shift-Robust GNNs: Overcoming the Limitations of Localized Graph Training data NeurIPS 2021 Similarity Reasoning and Filtration for Image-Text Matching AAAI 2021 Simple Spectral Graph Convolution ICLR 2021 Size-Invariant Graph Representations for Graph Classification Extrapolations ICML 2021 Skill Discovery for Exploration and Planning using Deep Skill Graphs ICML 2021 SLAPS: Self-Supervision Improves Structure Learning for Graph Neural Networks NeurIPS 2021 Smart Contract Vulnerability Detection: From Pure Neural Network to Interpretable Graph Feature and Expert Pattern Fusion IJCAI 2021 Snowflake: Scaling GNNs to high-dimensional continuous control via parameter freezing NeurIPS 2021 Space-Time-Separable Graph Convolutional Network for Pose Forecasting ICCV 2021 Spatially Conditioned Graphs for Detecting Human-Object Interactions ICCV 2021 Spatial-Temporal Correlation and Topology Learning for Person Re-Identification in Videos CVPR 2021 Spatial Temporal Enhanced Contrastive and Pretext Learning for Skeleton-based Action Representation ACML 2021