16 citations · 30 across the 4 of their papers we have counts for
3 papers · 1 filter
Submodular Maximization Through Barrier Functions
Ashwinkumar Badanidiyuru, Amin Karbasi, Ehsan Kazemi +1
In this paper, we introduce a novel technique for constrained submodular maximization, inspired by barrier functions in continuous optimization. This connection not only improves t…
Regularized Submodular Maximization at Scale
Ehsan Kazemi, Shervin Minaee, Moran Feldman +1
In this paper, we propose scalable methods for maximizing a regularized submodular function expressed as the difference between a monotone submodular function an…
Adaptive Sequence Submodularity
Marko Mitrovic, Ehsan Kazemi, Moran Feldman +2
In many machine learning applications, one needs to interactively select a sequence of items (e.g., recommending movies based on a user's feedback) or make sequential decisions in…