"over-smoothing" Papers

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GLoRa: A Benchmark to Evaluate the Ability to Learn Long-Range Dependencies in Graphs

Dongzhuoran Zhou, Evgeny Kharlamov, Egor Kostylev

ICLR 2025
5
citations

Revisiting Random Walks for Learning on Graphs

Jinwoo Kim, Olga Zaghen, Ayhan Suleymanzade et al.

ICLR 2025arXiv:2407.01214
8
citations

How Universal Polynomial Bases Enhance Spectral Graph Neural Networks: Heterophily, Over-smoothing, and Over-squashing

Keke Huang, Yu Guang Wang, Ming Li et al.

ICML 2024arXiv:2405.12474
55
citations