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20022026
most citedHigh probability generalization bounds for uniformly stable algorithms with nearly optimal rate

40 citations · 242 across the 33 of their papers we have counts for

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cs.DS2026

Submodular Maximization over Bipartite Perfect Matchings and Matroid Intersection Bases

Chandra Chekuri, Lars Rohwedder, Neta Singer +2

Motivated by applications in fairness and foundational questions, we consider the problem of maximizing a monotone submodular function over m…

cs.DS2026

Universal set families for maximization of nonnegative submodular and XOS functions

Chandra Chekuri, Richard Ueltzen, Jan Vondrak

We consider the question of designing a universal family of sets such that for any function in a certain class, we have $$\max_{S \in…

cs.DS2023

Faster Submodular Maximization for Several Classes of Matroids

Monika Henzinger, Paul Liu, Jan Vondrak +1

The maximization of submodular functions have found widespread application in areas such as machine learning, combinatorial optimization, and economics, where practitioners often w…

cs.DS2021

Cardinality constrained submodular maximization for random streams

Paul Liu, Aviad Rubinstein, Jan Vondrak +1

We consider the problem of maximizing submodular functions in single-pass streaming and secretaries-with-shortlists models, both with random arrival order. For cardinality constrai…

cs.DS2020

A polynomial lower bound on adaptive complexity of submodular maximization

Wenzheng Li, Paul Liu, Jan Vondrak

In large-data applications, it is desirable to design algorithms with a high degree of parallelization. In the context of submodular optimization, adaptive complexity has become a…

cs.DS2017★ 1 cited

Stability and Recovery for Independence Systems

Vaggos Chatziafratis, Tim Roughgarden, Jan Vondrak

Two genres of heuristics that are frequently reported to perform much better on "real-world" instances than in the worst case are greedy algorithms and local search algorithms. In…