Graph Neural Networks

Spectral Algorithms for Community Detection in Directed Networks JMLR 2020 Subgraph Neural Networks NeurIPS 2020 Taxonomy Construction of Unseen Domains via Graph-based Cross-Domain Knowledge Transfer ACL 2020 Tensor Graph Convolutional Networks for Text Classification AAAI 2020 Towards Deeper Graph Neural Networks with Differentiable Group Normalization NeurIPS 2020 Towards Fine-Grained Temporal Network Representation via Time-Reinforced Random Walk AAAI 2020 Unsupervised Attributed Multiplex Network Embedding AAAI 2020 Unsupervised Joint k-node Graph Representations with Compositional Energy-Based Models NeurIPS 2020 Variational Inference for Graph Convolutional Networks in the Absence of Graph Data and Adversarial Settings NeurIPS 2020 Visual-Semantic Matching by Exploring High-Order Attention and Distraction CVPR 2020 When Do GNNs Work: Understanding and Improving Neighborhood Aggregation IJCAI 2020 A Neural Graph-based Approach to Verbal MWE Identification ACL 2019 Aspect-based Sentiment Classification with Aspect-specific Graph Convolutional Networks EMNLP 2019 A Spreading Activation Framework for Tracking Conceptual Complexity of Texts ACL 2019 ATP: Directed Graph Embedding with Asymmetric Transitivity Preservation AAAI 2019 A Unified Framework for Data Poisoning Attack to Graph-based Semi-supervised Learning NeurIPS 2019 Bayesian Graph Convolutional Neural Networks for Semi-Supervised Classification AAAI 2019 Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks NeurIPS 2019 Cash-Out User Detection Based on Attributed Heterogeneous Information Network with a Hierarchical Attention Mechanism AAAI 2019 Connecting the Dots: Document-level Neural Relation Extraction with Edge-oriented Graphs EMNLP 2019 Decompositional Argument Mining: A General Purpose Approach for Argument Graph Construction ACL 2019 Dense Node Representation for Geolocation EMNLP 2019 DFNets: Spectral CNNs for Graphs with Feedback-Looped Filters NeurIPS 2019 DSINE: Deep Structural Influence Learning via Network Embedding AAAI 2019 Dynamically Fused Graph Network for Multi-hop Reasoning ACL 2019