Graph Neural Networks

Unsupervised Learning of Graph Hierarchical Abstractions with Differentiable Coarsening and Optimal Transport AAAI 2021 Unsupervised Neural-Based Graph Clustering for Variable-Length Speech Representation Discovery of Zero-Resource Languages Interspeech 2021 Unsupervised Path Representation Learning with Curriculum Negative Sampling IJCAI 2021 Unsupervised Point Cloud Object Co-Segmentation by Co-Contrastive Learning and Mutual Attention Sampling ICCV 2021 UV-Net: Learning From Boundary Representations CVPR 2021 Very Important Person Localization in Unconstrained Conditions: A New Benchmark AAAI 2021 Video Matting via Consistency-Regularized Graph Neural Networks ICCV 2021 Video Self-Stitching Graph Network for Temporal Action Localization ICCV 2021 Visual Graph Memory With Unsupervised Representation for Visual Navigation ICCV 2021 Visual Scene Graphs for Audio Source Separation ICCV 2021 VQ-GNN: A Universal Framework to Scale up Graph Neural Networks using Vector Quantization NeurIPS 2021 Wasserstein Coupled Graph Learning for Cross-Modal Retrieval ICCV 2021 Weisfeiler and Lehman Go Cellular: CW Networks NeurIPS 2021 Weisfeiler and Lehman Go Topological: Message Passing Simplicial Networks ICML 2021 Who You Would Like to Share With? A Study of Share Recommendation in Social E-commerce AAAI 2021 Why Do Attributes Propagate in Graph Convolutional Neural Networks? AAAI 2021 WikiGraphs: A Wikipedia Text - Knowledge Graph Paired Dataset NAACL 2021 3D-MPA: Multi-Proposal Aggregation for 3D Semantic Instance Segmentation CVPR 2020 3D-OES: Viewpoint-Invariant Object-Factorized Environment Simulators CoRL 2020 Abstract Diagrammatic Reasoning with Multiplex Graph Networks ICLR 2020 Abusive Language Detection using Syntactic Dependency Graphs EMNLP 2020 Accelerating Primal Solution Findings for Mixed Integer Programs Based on Solution Prediction AAAI 2020 A Contextual Alignment Enhanced Cross Graph Attention Network for Cross-lingual Entity Alignment COLING 2020 Action Graphs: Weakly-supervised Action Localization with Graph Convolution Networks WACV 2020 Active Learning on Attributed Graphs via Graph Cognizant Logistic Regression and Preemptive Query Generation ICML 2020