← Search

Anders Wikum

2 accepted papers

2024

MAGNOLIA: Matching Algorithms via GNNs for Online Value-to-go Approximation

ICML 2024poster

Online Bayesian bipartite matching is a central problem in digital marketplaces and exchanges, including advertising, crowdsourcing, ridesharing, and kidney exchange. We introduce a graph neural network (GNN) approach that emulates the problem's combinatorially-complex optimal online algorithm, whic…