Secretary and online matching problems with machine learned advice

A Antoniadis, T Gouleakis, P Kleer… - Advances in Neural …, 2020 - proceedings.neurips.cc
The classical analysis of online algorithms, due to its worst-case nature, can be quite
pessimistic when the input instance at hand is far from worst-case. Often this is not an issue …

Prophet inequalities made easy: Stochastic optimization by pricing nonstochastic inputs

P Dutting, M Feldman, T Kesselheim, B Lucier - SIAM Journal on Computing, 2020 - SIAM
We present a general framework for stochastic online maximization problems with
combinatorial feasibility constraints. The framework establishes prophet inequalities by …

Prophet secretary for combinatorial auctions and matroids

S Ehsani, MT Hajiaghayi, T Kesselheim… - Proceedings of the twenty …, 2018 - SIAM
The secretary and the prophet inequality problems are central to the field of Stop**
Theory. Recently, there has been a lot of work in generalizing these models to multiple items …

An economic view of prophet inequalities

B Lucier - ACM SIGecom Exchanges, 2017 - dl.acm.org
Over the past decade, an exciting connection has developed between the theory of posted-
price mechanisms and the prophet inequality, a result from the theory of optimal stop** …

Online contention resolution schemes

M Feldman, O Svensson, R Zenklusen - … of the twenty-seventh annual ACM …, 2016 - SIAM
We introduce a new rounding technique designed for online optimization problems, which is
related to contention resolution schemes, a technique initially introduced in the context of …

Prophet secretary

H Esfandiari, MT Hajiaghayi, V Liaghat… - SIAM Journal on Discrete …, 2017 - SIAM
Optimal stop** theory is a powerful tool for analyzing scenarios such as online auctions in
which we generally require optimizing an objective function over the space of stop** rules …

Beyond matroids: Secretary problem and prophet inequality with general constraints

A Rubinstein - Proceedings of the forty-eighth annual ACM …, 2016 - dl.acm.org
We study generalizations of the``Prophet Inequality''and``Secretary Problem'', where the
algorithm is restricted to an arbitrary downward-closed set system. For 0, 1 values, we give O …

Combinatorial prophet inequalities

A Rubinstein, S Singla - Proceedings of the Twenty-Eighth Annual ACM-SIAM …, 2017 - SIAM
We introduce a novel framework of Prophet Inequalities for combinatorial valuation
functions. For a (n on-monotone) submodular objective function over an arbitrary matroid …

Single-sample prophet inequalities via greedy-ordered selection

C Caramanis, P Dütting, M Faw, F Fusco, P Lazos… - Proceedings of the 2022 …, 2022 - SIAM
We study single-sample prophet inequalities (SSPIs), ie, prophet inequalities where only a
single sample from each prior distribution is available. Besides a direct, and optimal, SSPI …

Online contention resolution schemes with applications to bayesian selection problems

M Feldman, O Svensson, R Zenklusen - SIAM Journal on Computing, 2021 - SIAM
We introduce a new rounding technique designed for online optimization problems, which is
related to contention resolution schemes, a technique initially introduced in the context of …