Graph Neural Networks

KGRefiner: Knowledge Graph Refinement for Improving Accuracy of Translational Link Prediction Methods EMNLP 2022 Knowledge Distillation Improves Graph Structure Augmentation for Graph Neural Networks NeurIPS 2022 Know Your Action Set: Learning Action Relations for Reinforcement Learning ICLR 2022 Label-invariant Augmentation for Semi-Supervised Graph Classification NeurIPS 2022 Large-Scale Graph Neural Architecture Search ICML 2022 Large-Scale Representation Learning on Graphs via Bootstrapping ICLR 2022 Layer-wise Adaptive Graph Convolution Networks Using Generalized Pagerank ACML 2022 Learning 3D Representations of Molecular Chirality with Invariance to Bond Rotations ICLR 2022 Learning and Evaluating Character Representations in Novels ACL 2022 Learning Articulated Rigid Body Dynamics with Lagrangian Graph Neural Network NeurIPS 2022 Learning-based Motion Planning in Dynamic Environments Using GNNs and Temporal Encoding NeurIPS 2022 Learning Causally Invariant Representations for Out-of-Distribution Generalization on Graphs NeurIPS 2022 Learning Continuous Graph Structure with Bilevel Programming for Graph Neural Networks IJCAI 2022 Learning Contrastive Multi-View Graphs for Recommendation (Student Abstract) AAAI 2022 Learning Control Admissibility Models with Graph Neural Networks for Multi-Agent Navigation CoRL 2022 Learning from Counterfactual Links for Link Prediction ICML 2022 Learning from Sibling Mentions with Scalable Graph Inference in Fine-Grained Entity Typing ACL 2022 Learning from the Dark: Boosting Graph Convolutional Neural Networks with Diverse Negative Samples AAAI 2022 Learning Graph-embedded Key-event Back-tracing for Object Tracking in Event Clouds NeurIPS 2022 LEARNING GUARANTEES FOR GRAPH CONVOLUTIONAL NETWORKS ON THE STOCHASTIC BLOCK MODEL ICLR 2022 Learning Interface Conditions in Domain Decomposition Solvers NeurIPS 2022 Learning Invariant Graph Representations for Out-of-Distribution Generalization NeurIPS 2022 Learning Modular Simulations for Homogeneous Systems NeurIPS 2022 Learning Multi-dimensional Edge Feature-based AU Relation Graph for Facial Action Unit Recognition IJCAI 2022 Learning Multi-Object Dynamics with Compositional Neural Radiance Fields CoRL 2022