Graph Neural Networks

Learning NP-Hard Multi-Agent Assignment Planning using GNN: Inference on a Random Graph and Provable Auction-Fitted Q-learning NeurIPS 2022 Learning on Arbitrary Graph Topologies via Predictive Coding NeurIPS 2022 Learning Optical Flow with Adaptive Graph Reasoning AAAI 2022 Learning Physical Dynamics with Subequivariant Graph Neural Networks NeurIPS 2022 Learning Reasoning Patterns for Relational Triple Extraction with Mutual Generation of Text and Graph ACL 2022 Learning Semantic Associations for Mirror Detection CVPR 2022 Learning the Dynamics of Physical Systems from Sparse Observations with Finite Element Networks ICLR 2022 Learning to Compare Nodes in Branch and Bound with Graph Neural Networks NeurIPS 2022 Learning to Detect 3D Facial Landmarks via Heatmap Regression with Graph Convolutional Network AAAI 2022 Learning to Evolve on Dynamic Graphs (Student Abstract) AAAI 2022 Learning to Extend Molecular Scaffolds with Structural Motifs ICLR 2022 Learning to Improve Persona Consistency in Multi-party Dialogue Generation via Text Knowledge Enhancement COLING 2022 Learning to Infer Structures of Network Games ICML 2022 Learning to Reconstruct Missing Data from Spatiotemporal Graphs with Sparse Observations NeurIPS 2022 Learning to Schedule Learning rate with Graph Neural Networks ICLR 2022 Learning to Solve PDE-constrained Inverse Problems with Graph Networks ICML 2022 Learn Locally, Correct Globally: A Distributed Algorithm for Training Graph Neural Networks ICLR 2022 LeSICiN: A Heterogeneous Graph-Based Approach for Automatic Legal Statute Identification from Indian Legal Documents AAAI 2022 Let Invariant Rationale Discovery Inspire Graph Contrastive Learning ICML 2022 Leveraging Dependency Grammar for Fine-Grained Offensive Language Detection using Graph Convolutional Networks NAACL 2022 Lifelong Graph Learning CVPR 2022 Local Augmentation for Graph Neural Networks ICML 2022 Long Range Graph Benchmark NeurIPS 2022 Long-term Spatio-Temporal Forecasting via Dynamic Multiple-Graph Attention IJCAI 2022 Long-Term Visual Map Sparsification With Heterogeneous GNN CVPR 2022