message passing neural network

Are Message Passing Neural Networks Really Helpful for Knowledge Graph Completion? ACL 2023 Boosting the Cycle Counting Power of Graph Neural Networks with I$^2$-GNNs ICLR 2023 Efficient Approximations of Complete Interatomic Potentials for Crystal Property Prediction ICML 2023 Equivariant Message Passing Neural Network for Crystal Material Discovery AAAI 2023 Ewald-based Long-Range Message Passing for Molecular Graphs ICML 2023 From Relational Pooling to Subgraph GNNs: A Universal Framework for More Expressive Graph Neural Networks ICML 2023 Fundamental Limits in Formal Verification of Message-Passing Neural Networks ICLR 2023 Is Distance Matrix Enough for Geometric Deep Learning? NeurIPS 2023 Logical Message Passing Networks with One-hop Inference on Atomic Formulas ICLR 2023 On Over-Squashing in Message Passing Neural Networks: The Impact of Width, Depth, and Topology ICML 2023 On the Connection Between MPNN and Graph Transformer ICML 2023 TensorNet: Cartesian Tensor Representations for Efficient Learning of Molecular Potentials NeurIPS 2023 Unbiased Heterogeneous Scene Graph Generation with Relation-Aware Message Passing Neural Network AAAI 2023 Wasserstein Barycenter Matching for Graph Size Generalization of Message Passing Neural Networks ICML 2023 A Practical, Progressively-Expressive GNN NeurIPS 2022 Equivariant Subgraph Aggregation Networks ICLR 2022 Expressiveness and Approximation Properties of Graph Neural Networks ICLR 2022 Extracting Temporal Event Relation with Syntax-guided Graph Transformer NAACL 2022 Generalization Analysis of Message Passing Neural Networks on Large Random Graphs NeurIPS 2022 Graph Convolutional Networks with Dual Message Passing for Subgraph Isomorphism Counting and Matching AAAI 2022 MACE: Higher Order Equivariant Message Passing Neural Networks for Fast and Accurate Force Fields NeurIPS 2022 So3krates: Equivariant attention for interactions on arbitrary length-scales in molecular systems NeurIPS 2022 StATIK: Structure and Text for Inductive Knowledge Graph Completion NAACL 2022 Autobahn: Automorphism-based Graph Neural Nets NeurIPS 2021 Conformation-Guided Molecular Representation with Hamiltonian Neural Networks ICLR 2021