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Neural Algorithmic Reasoning with Causal Regularisation.

, , , , , , , and . ICML, volume 202 of Proceedings of Machine Learning Research, page 2272-2288. PMLR, (2023)

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Graph Positional Encoding via Random Feature Propagation., , , , , and . ICML, volume 202 of Proceedings of Machine Learning Research, page 9202-9223. PMLR, (2023)Neural Algorithmic Reasoning with Causal Regularisation., , , , , , , and . ICML, volume 202 of Proceedings of Machine Learning Research, page 2272-2288. PMLR, (2023)Equivariant Subgraph Aggregation Networks., , , , , , , and . CoRR, (2021)A Generalist Neural Algorithmic Learner., , , , , , , , , and 5 other author(s). LoG, volume 198 of Proceedings of Machine Learning Research, page 2. PMLR, (2022)Understanding and Extending Subgraph GNNs by Rethinking Their Symmetries., , , and . NeurIPS, (2022)Efficient Subgraph GNNs by Learning Effective Selection Policies., , , , and . CoRR, (2023)Size-Invariant Graph Representations for Graph Classification Extrapolations., , and . ICML, volume 139 of Proceedings of Machine Learning Research, page 837-851. PMLR, (2021)Simulation-Based Evolutionary Optimization of Air Traffic Management., , , , , , , , and . IEEE Access, (2020)An OOD Multi-Task Perspective for Link Prediction with New Relation Types and Nodes., , and . CoRR, (2023)Subgraphormer: Unifying Subgraph GNNs and Graph Transformers via Graph Products., , and . CoRR, (2024)