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Solving partially observable Markov decision processes (POMDPs) with high dimensional and continuous observations, such as camera images, is required for many real life robotics and planning problems. Recent researches suggested machine…

人工智能 · 计算机科学 2025-05-27 Idan Lev-Yehudi , Moran Barenboim , Vadim Indelman

We study a type of reverse (procurement) auction problems in the presence of budget constraints. The general algorithmic problem is to purchase a set of resources, which come at a cost, so as not to exceed a given budget and at the same…

计算机科学与博弈论 · 计算机科学 2016-10-05 Georgios Amanatidis , Georgios Birmpas , Evangelos Markakis

We provide a near-optimal, computationally efficient algorithm for the unit-demand pricing problem, where a seller wants to price n items to optimize revenue against a unit-demand buyer whose values for the items are independently drawn…

计算机科学与博弈论 · 计算机科学 2014-10-28 Yang Cai , Constantinos Daskalakis

Reasoning about uncertainty is vital in many real-life autonomous systems. However, current state-of-the-art planning algorithms cannot either reason about uncertainty explicitly, or do so with a high computational burden. Here, we focus on…

人工智能 · 计算机科学 2022-01-31 Moran Barenboim , Vadim Indelman

Motivated by many practical applications, in this paper we study {\em budget feasible mechanisms} where the goal is to procure independent sets from matroids. More specifically, we are given a matroid $\mathcal{M}=(E,\mathcal{I})$ where…

计算机科学与博弈论 · 计算机科学 2021-03-10 Stefano Leonardi , Gianpiero Monaco , Piotr Sankowski , Qiang Zhang

We study multiwinner elections with approval-based preferences. An instance of a multiwinner election consists of a set of alternatives, a population of voters---each voter approves a subset of alternatives, and the desired committee size…

计算机科学与博弈论 · 计算机科学 2019-10-15 Piotr Skowron

We consider the problem of a revenue-maximizing seller with m items for sale to n additive bidders with hard budget constraints, assuming that the seller has some prior distribution over bidder values and budgets. The prior may be…

计算机科学与博弈论 · 计算机科学 2016-05-09 Constantinos Daskalakis , Nikhil R. Devanur , S. Matthew Weinberg

We study the problem of allocating indivisible goods among n agents in a fair manner. For this problem, maximin share (MMS) is a well-studied solution concept which provides a fairness threshold. Specifically, maximin share is defined as…

计算机科学与博弈论 · 计算机科学 2017-11-22 Siddharth Barman , Arpita Biswas , Sanath Kumar Krishnamurthy , Y. Narahari

We consider partially observable Markov decision processes (POMDPs) with a set of target states and every transition is associated with an integer cost. The optimization objective we study asks to minimize the expected total cost till the…

人工智能 · 计算机科学 2014-11-17 Krishnendu Chatterjee , Martin Chmelík , Raghav Gupta , Ayush Kanodia

This work investigates multi-objective imitation learning: the problem of recovering policies that lie on the Pareto front given demonstrations from multiple Pareto-optimal experts in a Multi-Objective Markov Decision Process (MOMDP).…

机器学习 · 计算机科学 2026-05-19 Ziyad Sheebaelhamd , Luca Viano , Volkan Cevher , Claire Vernade

In social choice theory, anonymity (all agents being treated equally) and neutrality (all alternatives being treated equally) are widely regarded as ``minimal demands'' and ``uncontroversial'' axioms of equity and fairness. However, the ANR…

计算机科学与博弈论 · 计算机科学 2023-07-14 Lirong Xia

The Parallel Minority Game (PMG) refers to a set of Minority Games (MG), played in parallel, where each agent only has two choices to pick from, but each choice can host agents of many kind i.e., their other alternative can be from any…

We study proportional representation in the temporal voting model, where collective decisions are made repeatedly over time over a fixed horizon. Prior work has extensively investigated how proportional representation axioms from…

计算机科学与博弈论 · 计算机科学 2026-05-13 Nicholas Teh

Motivated by applications where impatience is pervasive and evaluation times are uncertain, we study a selection model where options may expire at an unknown point in time and evaluation times are stochastic. Initially, the decision-maker…

最优化与控制 · 数学 2026-02-05 Yihua Xu , Rohan Ghuge , Sebastian Perez-Salazar

Fairness in multiwinner elections, a growing line of research in computational social choice, primarily concerns the use of constraints to ensure fairness. Recent work proposed a model to find a diverse \emph{and} representative committee…

计算机科学与博弈论 · 计算机科学 2022-11-28 Kunal Relia

The Priority Inheritance Protocol (PIP) is arguably the best-known protocol for resource sharing under real-time constraints. Its importance in modern applications is undisputed. Nevertheless, because jobs may be blocked under PIP for a…

操作系统 · 计算机科学 2018-06-12 Paolo Torroni , Zeynep Kiziltan , Eugenio Faldella

Two prominent objectives in social choice are utilitarian - maximizing the sum of agents' utilities, and leximin - maximizing the smallest agent's utility, then the second-smallest, etc. Utilitarianism is typically computationally easier to…

计算机科学与博弈论 · 计算机科学 2025-09-29 Eden Hartman , Yonatan Aumann , Avinatan Hassidim , Erel Segal-Halevi

Combinatorial Auctions are a central problem in Algorithmic Mechanism Design: pricing and allocating goods to buyers with complex preferences in order to maximize some desired objective (e.g., social welfare, revenue, or profit). The…

计算机科学与博弈论 · 计算机科学 2015-03-19 Avrim Blum , Anupam Gupta , Yishay Mansour , Ankit Sharma

We present an alternative voting system that aims at bridging the gap between proportional representative systems and majoritarian, single winner election systems. The system lets people vote for multiple parties, but then assigns each…

计算机科学与博弈论 · 计算机科学 2016-12-01 Pietro Speroni di Fenizio , Daniele A. Gewurz

When selecting committees based on preferences of voters, a variety of different criteria can be considered. Two natural objectives are maximizing the utilitarian welfare (the sum of voters' utilities) and coverage (the number of…

计算机科学与博弈论 · 计算机科学 2023-12-14 Markus Brill , Jannik Peters