graph representation learning

CopulaGNN: Towards Integrating Representational and Correlational Roles of Graphs in Graph Neural Networks ICLR 2021 CuCo: Graph Representation with Curriculum Contrastive Learning IJCAI 2021 Deep Learning on Graphs for Natural Language Processing NAACL 2021 Directed Graph Embeddings in Pseudo-Riemannian Manifolds ICML 2021 Explainable Automated Graph Representation Learning with Hyperparameter Importance ICML 2021 Geo-BERT Pre-training Model for Query Rewriting in POI Search EMNLP 2021 Graph Adversarial Self-Supervised Learning NeurIPS 2021 Graph Debiased Contrastive Learning with Joint Representation Clustering IJCAI 2021 Graphine: A Dataset for Graph-aware Terminology Definition Generation EMNLP 2021 Graph Mixture Density Networks ICML 2021 Graph Traversal with Tensor Functionals: A Meta-Algorithm for Scalable Learning ICLR 2021 Implicit SVD for Graph Representation Learning NeurIPS 2021 InfoGCL: Information-Aware Graph Contrastive Learning NeurIPS 2021 Learning Node Representations Using Stationary Flow Prediction on Large Payment and Cash Transaction Networks ICML 2021 LMSOC: An Approach for Socially Sensitive Pretraining EMNLP 2021 MG-DVD: A Real-time Framework for Malware Variant Detection Based on Dynamic Heterogeneous Graph Learning IJCAI 2021 Multi-hop Attention Graph Neural Networks IJCAI 2021 Multi-Scale Contrastive Siamese Networks for Self-Supervised Graph Representation Learning IJCAI 2021 Online Graph Dictionary Learning ICML 2021 Pairwise Half-graph Discrimination: A Simple Graph-level Self-supervised Strategy for Pre-training Graph Neural Networks IJCAI 2021 Permutation-Invariant Variational Autoencoder for Graph-Level Representation Learning NeurIPS 2021 Quaternion Graph Neural Networks ACML 2021 Reinforced Imitative Graph Representation Learning for Mobile User Profiling: An Adversarial Training Perspective AAAI 2021 Self-supervised Graph-level Representation Learning with Local and Global Structure ICML 2021 Size-Invariant Graph Representations for Graph Classification Extrapolations ICML 2021