3 papers
cs.DS2025
Clustering with Label Consistency
Diptarka Chakraborty, Hendrik Fichtenberger, Bernhard Haeupler +3
Designing efficient, effective, and consistent metric clustering algorithms is a significant challenge attracting growing attention. Traditional approaches focus on the stability o…
cs.DS2025
Spectral Clustering with Side Information
Hendrik Fichtenberger, Michael Kapralov, Ekaterina Kochetkova +3
In the graph clustering problem with a planted solution, the input is a graph on vertices partitioned into clusters, and the task is to infer the clusters from graph struct…
cs.DC2025
Large-Scale Graph Building in Dynamic Environments: Low Latency and High Quality
Filipe Miguel Gonçalves de Almeida, CJ Carey, Hendrik Fichtenberger +8
Learning and constructing large-scale graphs has attracted attention in recent decades, resulting in a rich literature that introduced various systems, tools, and algorithms. Grale…