Graph Neural Networks

Low-Pass Graph Convolutional Network for Recommendation AAAI 2022 LTP: Lane-Based Trajectory Prediction for Autonomous Driving CVPR 2022 LUNAR: Unifying Local Outlier Detection Methods via Graph Neural Networks AAAI 2022 M2N: Mesh Movement Networks for PDE Solvers NeurIPS 2022 MACE: Higher Order Equivariant Message Passing Neural Networks for Fast and Accurate Force Fields NeurIPS 2022 Machine Learning on Graphs: A Model and Comprehensive Taxonomy JMLR 2022 MAgNet: Mesh Agnostic Neural PDE Solver NeurIPS 2022 MAtt: A Manifold Attention Network for EEG Decoding NeurIPS 2022 Maximum Common Subgraph Guided Graph Retrieval: Late and Early Interaction Networks NeurIPS 2022 MBGRLp: Multiscale Bootstrap Graph Representation Learning on Pointcloud (Student Abstract) AAAI 2022 MEGAN: Memory Enhanced Graph Attention Network for Space-Time Video Super-Resolution WACV 2022 Memory-aligned Knowledge Graph for Clinically Accurate Radiology Image Report Generation ACL 2022 MERIT: Learning Multi-level Representations on Temporal Graphs IJCAI 2022 MetaFill: Text Infilling for Meta-Path Generation on Heterogeneous Information Networks EMNLP 2022 Meta Propagation Networks for Graph Few-shot Semi-supervised Learning AAAI 2022 MGNNI: Multiscale Graph Neural Networks with Implicit Layers NeurIPS 2022 MICO: A Multi-alternative Contrastive Learning Framework for Commonsense Knowledge Representation EMNLP 2022 Micro and Macro Level Graph Modeling for Graph Variational Auto-Encoders NeurIPS 2022 MIP-GNN: A Data-Driven Framework for Guiding Combinatorial Solvers AAAI 2022 MMAN: Metapath Based Multi-Level Graph Attention Networks for Heterogeneous Network Embedding (Student Abstract) AAAI 2022 MM-GATBT: Enriching Multimodal Representation Using Graph Attention Network NAACL 2022 Model-based Meta Reinforcement Learning using Graph Structured Surrogate Models and Amortized Policy Search ICML 2022 Modeling Conditional Dependencies in Multiagent Trajectories AISTATS 2022 Modeling Hierarchical Reasoning Chains by Linking Discourse Units and Key Phrases for Reading Comprehension COLING 2022 Modeling Ideological Salience and Framing in Polarized Online Groups with Graph Neural Networks and Structured Sparsity NAACL 2022