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Giuseppe Re

2 accepted papers

2022

Spectral Robustness for Correlation Clustering Reconstruction in Semi-Adversarial Models

AISTATS 2022poster

Correlation Clustering is an important clustering problem with many applications. We study the reconstruction version of this problem, in which one seeks to reconstruct a latent clustering that has been corrupted by random noise and adversarial modifications. Concerning the latter, there is a standa…

Cited by 4SourcePDFScholar
2021

Online Facility Location with Multiple Advice

NeurIPS 2021poster

Clustering is a central topic in unsupervised learning and its online formulation has received a lot of attention in recent years. In this paper, we study the classic facility location problem in the presence of multiple machine-learned advice. We design an algorithm with provable performance guaran…

Cited by 39SourcePDFScholar