Nils M. Kriege
6 papers · 2016–2026 · 5 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Silver π Academic Marathon Β· Half π Interdisciplinary Bridge Β· Silver πΊοΈ Taxonomy Completionist (12) π£ Hot Topic Early Bird
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Research topics
Keywords
graph kernel
(3)
graph neural network
(3)
graph isomorphism
(2)
graph classification
(2)
permutation equivariance
(1)
message passing
(1)
random walk kernels
(1)
weisfeiler-lehman test
(1)
nearest neighbor classifier
(1)
positive semidefinite
(1)
node embedding
(1)
node classification
(1)
property testing
(1)
relational data
(1)
weisfeiler-leman algorithm
(1)
structural correspondence
(1)
weisfeiler-leman test
(1)
kernel methods
(1)
spectral basis
(1)
optimal assignment
(1)
Papers
Spectral Basis Learning for Expressive Graph Neural Networks in Link Prediction
AAAI 2026
Weisfeiler and Leman go Machine Learning: The Story so far
JMLR 2023
Weisfeiler and Leman Go Walking: Random Walk Kernels Revisited
NeurIPS 2022
Deep Graph Matching Consensus
ICLR 2020
A Property Testing Framework for the Theoretical Expressivity of Graph Kernels
IJCAI 2018
On Valid Optimal Assignment Kernels and Applications to Graph Classification
NeurIPS 2016