Shouheng Li
4 papers · 2023–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
Top co-authors
Research topics
Keywords
graph neural network
(4)
graph representation
(1)
weisfeiler-lehman test
(1)
generalization bound
(1)
neural network expressivity
(1)
graph isomorphism
(1)
node classification
(1)
structural property
(1)
graph search
(1)
breadth-first search
(1)
vertex colouring
(1)
depth-first search
(1)
graph restructuring
(1)
embedding variance
(1)
spectral clustering
(1)
expressivity hierarchy
(1)
Papers
Towards Bridging Generalization and Expressivity of Graph Neural Networks
ICLR 2025
$\mathscr{N}$-WL: A New Hierarchy of Expressivity for Graph Neural Networks
ICLR 2023
Local Vertex Colouring Graph Neural Networks
ICML 2023
Restructuring Graph for Higher Homophily via Adaptive Spectral Clustering
AAAI 2023