Shouheng Li

According to our database, Shouheng Li authored at least 7 papers between 2021 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

Towards Bridging Generalization and Expressivity of Graph Neural Networks.

Shouheng Li, Floris Geerts, Dongwoo Kim, Qing Wang

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

2024

Generalization of Graph Neural Networks through the Lens of Homomorphism.

Shouheng Li, Dongwoo Kim, Qing Wang

CoRR, 2024

2023

Local Vertex Colouring Graph Neural Networks.

Shouheng Li, Dongwoo Kim, Qing Wang

Proceedings of the International Conference on Machine Learning, 2023

𝒩-WL: A New Hierarchy of Expressivity for Graph Neural Networks.

Qing Wang, Dillon Ze Chen, Asiri Wijesinghe, Shouheng Li, Muhammad Farhan

Proceedings of the Eleventh International Conference on Learning Representations, 2023

Restructuring Graph for Higher Homophily via Adaptive Spectral Clustering.

Shouheng Li, Dongwoo Kim, Qing Wang

Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

2022

Restructuring Graph for Higher Homophily via Learnable Spectral Clustering.

Shouheng Li, Dongwoo Kim, Qing Wang

CoRR, 2022

2021

Beyond Low-Pass Filters: Adaptive Feature Propagation on Graphs.

Shouheng Li, Dongwoo Kim, Qing Wang

Proceedings of the Machine Learning and Knowledge Discovery in Databases. Research Track, 2021