Graph Neural Networks

Randomized Message-Interception Smoothing: Gray-box Certificates for Graph Neural Networks NeurIPS 2022 RAW-GNN: RAndom Walk Aggregation based Graph Neural Network IJCAI 2022 ReaRev: Adaptive Reasoning for Question Answering over Knowledge Graphs EMNLP 2022 Recipe2Vec: Multi-modal Recipe Representation Learning with Graph Neural Networks IJCAI 2022 Recipe for a General, Powerful, Scalable Graph Transformer NeurIPS 2022 Redundancy-Free Message Passing for Graph Neural Networks NeurIPS 2022 ReFactor GNNs: Revisiting Factorisation-based Models from a Message-Passing Perspective NeurIPS 2022 Regularized Molecular Conformation Fields NeurIPS 2022 Regularizing Graph Neural Networks via Consistency-Diversity Graph Augmentations AAAI 2022 Relational Multi-Task Learning: Modeling Relations between Data and Tasks ICLR 2022 RelU-Net: Syntax-aware Graph U-Net for Relational Triple Extraction EMNLP 2022 RepBin: Constraint-Based Graph Representation Learning for Metagenomic Binning AAAI 2022 Rethinking and Scaling Up Graph Contrastive Learning: An Extremely Efficient Approach with Group Discrimination NeurIPS 2022 Rethinking Graph Neural Networks for Anomaly Detection ICML 2022 Rethinking the Promotion Brought by Contrastive Learning to Semi-Supervised Node Classification IJCAI 2022 Rethinking the Setting of Semi-supervised Learning on Graphs IJCAI 2022 Revisiting Heterophily For Graph Neural Networks NeurIPS 2022 RGL-NET: A Recurrent Graph Learning Framework for Progressive Part Assembly WACV 2022 RoboCraft: Learning to See, Simulate, and Shape Elasto-Plastic Objects with Graph Networks RSS 2022 RoboGNN: Robustifying Node Classification under Link Perturbation IJCAI 2022 Robust Graph Neural Networks via Probabilistic Lipschitz Constraints L4DC 2022 Robust Graph Structure Learning via Multiple Statistical Tests NeurIPS 2022 Robust Heterogeneous Graph Neural Networks against Adversarial Attacks AAAI 2022 Robust Optimization As Data Augmentation for Large-Scale Graphs CVPR 2022 Role-based Multiplex Network Embedding ICML 2022