Generalization Bounds for Message Passing Networks on Mixture of Graphons.
CoRR, 2024
Weisfeiler and Leman Go Loopy: A New Hierarchy for Graph Representational Learning.
Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024
A Fractional Graph Laplacian Approach to Oversmoothing.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023
Generalized Laplacian Positional Encoding for Graph Representation Learning.
CoRR, 2022
Generalization Analysis of Message Passing Neural Networks on Large Random Graphs.
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022
Transferability of Graph Neural Networks: an Extended Graphon Approach.
CoRR, 2021