3 papers
cs.DS2026
A General Framework for Dynamic Consistent Submodular Maximization
Paul Dütting, Federico Fusco, Silvio Lattanzi +3
Consistency is an important property in dynamic submodular maximization and entails maintaining a near-optimal solution at all times, making only a small number of adjustments to t…
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.DS2024
The Cost of Consistency: Submodular Maximization with Constant Recourse
Paul Dütting, Federico Fusco, Silvio Lattanzi +3
In this work, we study online submodular maximization, and how the requirement of maintaining a stable solution impacts the approximation. In particular, we seek bounds on the best…