Graph Neural Networks

Cycle Representation Learning for Inductive Relation Prediction ICML 2022 D2GCLF: Document-to-Graph Classifier for Legal Document Classification NAACL 2022 DCT-Centered Temporal Relation Extraction COLING 2022 DDGCN: Dual Dynamic Graph Convolutional Networks for Rumor Detection on Social Media AAAI 2022 DDI-MuG: Multi-aspect Graphs for Drug-Drug Interaction Extraction EMNLP 2022 Debiasing Graph Neural Networks via Learning Disentangled Causal Substructure NeurIPS 2022 Decimated Framelet System on Graphs and Fast G-Framelet Transforms JMLR 2022 Decoupled Self-supervised Learning for Graphs NeurIPS 2022 Decoupling Mixture-of-Graphs: Unseen Relational Learning for Knowledge Graph Completion by Fusing Ontology and Textual Experts COLING 2022 Deep and Flexible Graph Neural Architecture Search ICML 2022 Deep Graph Clustering via Dual Correlation Reduction AAAI 2022 Deep Orientation-Aware Functional Maps: Tackling Symmetry Issues in Shape Matching CVPR 2022 Deep Variational Graph Convolutional Recurrent Network for Multivariate Time Series Anomaly Detection ICML 2022 Defending Graph Convolutional Networks against Dynamic Graph Perturbations via Bayesian Self-Supervision AAAI 2022 Deformable Graph Convolutional Networks AAAI 2022 DEGREE: Decomposition Based Explanation for Graph Neural Networks ICLR 2022 Descent Steps of a Relation-Aware Energy Produce Heterogeneous Graph Neural Networks NeurIPS 2022 Detecting Suicidality with a Contextual Graph Neural Network NAACL 2022 DGraph: A Large-Scale Financial Dataset for Graph Anomaly Detection NeurIPS 2022 DialogueEIN: Emotion Interaction Network for Dialogue Affective Analysis COLING 2022 DialogueGAT: A Graph Attention Network for Financial Risk Prediction by Modeling the Dialogues in Earnings Conference Calls EMNLP 2022 Dialogue Meaning Representation for Task-Oriented Dialogue Systems EMNLP 2022 Differentiable Scaffolding Tree for Molecule Optimization ICLR 2022 Differentially Private Graph Learning via Sensitivity-Bounded Personalized PageRank NeurIPS 2022 DIGAT: Modeling News Recommendation with Dual-Graph Interaction EMNLP 2022