From Theory to Practice: Rethinking Green and Martin Kernels for Unleashing Graph Transformers

Yoon Hyeok Lee; Jaemin Park; Taejin Paik; Doyun Kim; Bosun Hwang

2025 ICML ICML 2025

From Theory to Practice: Rethinking Green and Martin Kernels for Unleashing Graph Transformers

Abstract

No abstract available. No abstract was captured for this paper when its proceedings were scraped - most often an older edition published without one online. How the corpus is built.

Authors

Yoon Hyeok Lee, Jaemin Park, Taejin Paik, Doyun Kim, Bosun Hwang

Topics

Machine Learning > Core Methods > Representation Learning Machine Learning > Optimization & Theory > Learning Theory Deep Learning > Architectures > Transformers

Keywords

random walk graph transformer structural encoding inductive biases green kernel martin kernel

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