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相关论文: Prophet Inequalities: Competing with the Top $\ell…

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Many online problems are studied in stochastic settings for which inputs are samples from a known distribution, given in advance, or from an unknown distribution. Such distributions model both beyond-worst-case inputs and, when given,…

数据结构与算法 · 计算机科学 2025-11-13 Gregory Kehne , Thomas Kesselheim

We investigate prophet inequalities with competitive ratios approaching $1$, seeking to generalize $k$-uniform matroids. We first show that large girth does not suffice: for all $k$, there exists a matroid of girth $\geq k$ and a prophet…

数据结构与算法 · 计算机科学 2024-11-21 Noga Alon , Nick Gravin , Tristan Pollner , Aviad Rubinstein , Hongao Wang , S. Matthew Weinberg , Qianfan Zhang

Due to numerous applications in retail and (online) advertising the problem of assortment selection has been widely studied under many combinations of discrete choice models and feasibility constraints. In many situations, however, an…

数据结构与算法 · 计算机科学 2023-08-11 Vineet Goyal , Salal Humair , Orestis Papadigenopoulos , Assaf Zeevi

Consider a gambler who observes a sequence of independent, non-negative random numbers and is allowed to stop the sequence at any time, claiming a reward equal to the most recent observation. The famous prophet inequality of Krengel,…

数据结构与算法 · 计算机科学 2012-01-24 Robert Kleinberg , S. Matthew Weinberg

Over the past two decades, significant strides have been made in stochastic problems such as revenue-optimal auction design and prophet inequalities, traditionally modeled with $n$ independent random variables to represent the values of $n$…

计算机科学与博弈论 · 计算机科学 2024-06-11 Vasilis Livanos , Kalen Patton , Sahil Singla

This paper considers a finite horizon optimal stopping problem for a sequence of independent and identically distributed random variables, where the objective is to design stopping rules that attempt to select the random variable with the…

概率论 · 数学 2026-05-20 Alexander Goldenshluger , Yaakov Malinovsky , Assaf Zeevi

We consider a combinatorial auction setting where buyers have fractionally subadditive (XOS) valuations over the items and the seller's objective is to maximize the social welfare. A prophet inequality in this setting bounds the competitive…

计算机科学与博弈论 · 计算机科学 2025-05-23 Shuchi Chawla , Trung Dang , Zhiyi Huang , Yifan Wang

We introduce a new decomposition technique for random variables that maps a generic instance of the prophet inequalities problem to a new instance where all but a constant number of variables have a tractable structure that we refer to as…

数据结构与算法 · 计算机科学 2020-11-10 Allen Liu , Renato Paes Leme , Martin Pal , Jon Schneider , Balasubramanian Sivan

We consider the online stochastic matching problem for bipartite graphs where edges adjacent to an online node must be probed to determine if they exist, based on known edge probabilities. Our algorithms respect commitment, in that if a…

离散数学 · 计算机科学 2021-08-02 Allan Borodin , Calum MacRury , Akash Rakheja

Due to their numerous applications, in particular in Mechanism Design, Prophet Inequalities have experienced a surge of interest. They describe competitive ratios for basic stopping time problems where random variables get revealed…

数据结构与算法 · 计算机科学 2025-07-15 Moran Feldman , Ola Svensson , Rico Zenklusen

We devise a general graph-theoretic framework for studying prophet inequalities. In this framework, an agent traverses a directed acyclic graph from a starting node $s$ to a target node $t$. Each edge has a value that is sampled from a…

计算机科学与博弈论 · 计算机科学 2024-06-21 Andrés Cristi , Sigal Oren

We consider descending price auctions for selling $m$ units of a good to unit demand i.i.d. buyers where there is an exogenous bound of $k$ on the number of price levels the auction clock can take. The auctioneer's problem is to choose…

计算机科学与博弈论 · 计算机科学 2022-03-04 Saeed Alaei , Ali Makhdoumi , Azarakhsh Malekian , Rad Niazadeh

Correa et al. [EC' 2023] introduced the following trading prophets problem. A trader observes a sequence of stochastic prices for a stock, each drawn from a known distribution, and at each time must decide whether to buy or sell.…

数据结构与算法 · 计算机科学 2025-10-21 Yossi Azar , Niv Buchbinder , Roie Levin , Or Vardi

Prophet inequalities are a central object of study in optimal stopping theory. In the iid model, a gambler sees values in an online fashion, sampled independently from a given distribution. Upon observing each value, the gambler either…

数据结构与算法 · 计算机科学 2025-06-23 Giordano Giambartolomei , Frederik Mallmann-Trenn , Raimundo Saona

There is a rising interest for studying the online benchmark as an alternative of the classical offline benchmark in online stochastic settings. Ezra, Feldman, Gravin, and Tang (SODA 2023) introduced the notion of order-competitive ratio,…

数据结构与算法 · 计算机科学 2024-06-24 Liyan Chen , Nuozhou Sun , Zhihao Gavin Tang

Prophet inequalities and secretary problems have been extensively studied in recent years due to their elegance, connections to online algorithms, stochastic optimization, and mechanism design problems in game theoretic settings. Rubinstein…

数据结构与算法 · 计算机科学 2021-07-09 Chandra Chekuri , Vasilis Livanos

The secretary and the prophet inequality problems are central to the field of Stopping Theory. Recently, there has been a lot of work in generalizing these models to multiple items because of their applications in mechanism design. The most…

数据结构与算法 · 计算机科学 2018-03-20 Soheil Ehsani , MohammadTaghi Hajiaghayi , Thomas Kesselheim , Sahil Singla

In our problem, we are given access to a number of sequences of nonnegative i.i.d. random variables, whose realizations are observed sequentially. All sequences are of the same finite length. The goal is to pick one element from each…

统计理论 · 数学 2024-02-06 Aristomenis Tsopelakos , Olgica Milenkovic

We present pricing mechanisms for several online resource allocation problems which obtain tight or nearly tight approximations to social welfare. In our settings, buyers arrive online and purchase bundles of items; buyers' values for the…

计算机科学与博弈论 · 计算机科学 2018-07-16 Shuchi Chawla , J. Benjamin Miller , Yifeng Teng

Prophet inequalities are a useful tool for designing online allocation procedures and comparing their performance to the optimal offline allocation. In the basic setting of $k$-unit prophet inequalities, the well-known procedure of Alaei…

计算机科学与博弈论 · 计算机科学 2023-10-10 Jiashuo Jiang , Will Ma , Jiawei Zhang