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Ranking is a ubiquitous phenomenon in the human society. By clicking the web pages of Forbes, you may find all kinds of rankings, such as world's most powerful people, world's richest people, top-paid tennis stars, and so on and so forth.…

数据分析、统计与概率 · 物理学 2015-06-03 Weibing Deng , Wei Li , Xu Cai , Alain Bulou , Qiuping A. Wang

Ensuring algorithmic fairness remains a significant challenge in machine learning, particularly as models are increasingly applied across diverse domains. While numerous fairness criteria exist, they often lack generalizability across…

机器学习 · 计算机科学 2025-11-04 Zhecheng Sheng , Jiawei Zhang , Enmao Diao

We study the problem of allocating divisible bads (chores) among multiple agents with additive utilities when monetary transfers are not allowed. The competitive rule is known for its remarkable fairness and efficiency properties in the…

计算机科学与博弈论 · 计算机科学 2023-07-18 Simina Brânzei , Fedor Sandomirskiy

Cooperative lot-sizing models with backlogging and heterogeneous costs are studied in Guardiola et al. (2020). In this model several firms participate in a consortium aiming at satisfying their demand over the planing horizon with minimal…

计算机科学与博弈论 · 计算机科学 2024-02-06 Luis A. Guardiola , Ana Meca , Justo Puerto

Mechanisms such as auctions and pricing schemes are utilized to design strategic (noncooperative) games for networked systems. Although the participating players are selfish, these mechanisms ensure that the game outcome is optimal with…

计算机科学与博弈论 · 计算机科学 2010-09-03 Tansu Alpcan , Holger Boche , Siddharth Naik

Traffic scenarios are inherently interactive. Multiple decision-makers predict the actions of others and choose strategies that maximize their rewards. We view these interactions from the perspective of game theory which introduces various…

机器学习 · 计算机科学 2020-04-28 Christian Muench , Frans A. Oliehoek , Dariu M. Gavrila

A new game-theoretic approach for combining multiple classifiers is proposed. A short introduction in Game Theory and coalitions illustrate the way any collective decision scheme can be viewed as a competitive game of coalitions that are…

计算机科学与博弈论 · 计算机科学 2015-02-10 Harris V. Georgiou

Rankings of people and items are at the heart of selection-making, match-making, and recommender systems, ranging from employment sites to sharing economy platforms. As ranking positions influence the amount of attention the ranked subjects…

信息检索 · 计算机科学 2018-05-07 Asia J. Biega , Krishna P. Gummadi , Gerhard Weikum

Commercial entries, such as hotels, are ranked according to score by a search engine or recommendation system, and the score of each can be improved upon by making a targeted investment, e.g., advertising. We study the problem of how a…

计算机科学与博弈论 · 计算机科学 2022-03-29 Amir Ban , Moshe Tennenholtz

In approval-based multiwinner voting, voters express approval preferences over a set of candidates, and the goal is to return a winning committee. This model captures a broad range of subset selection problems under preferences. Prior work…

计算机科学与博弈论 · 计算机科学 2026-04-28 Niclas Boehmer , Luca Kreisel , Jannik Peters

Comparative Judgement is an assessment method where item ratings are estimated based on rankings of subsets of the items. These rankings are typically pairwise, with ratings taken to be the estimated parameters from fitting a Bradley-Terry…

统计方法学 · 统计学 2024-05-22 Ian Hamilton , Nick Tawn

Stochastic optimization algorithms have been successfully applied in several domains to find optimal solutions. Because of the ever-growing complexity of the integrated systems, novel stochastic algorithms are being proposed, which makes…

人工智能 · 计算机科学 2024-06-04 Sowmya Chandrasekaran , Thomas Bartz-Beielstein

The inefficiency of selfish routing in congested networks is a classical problem in algorithmic game theory, often captured by the Price of Anarchy (i.e., the ratio between the social cost of decentralized decisions and that of a centrally…

计算机科学与博弈论 · 计算机科学 2025-08-12 Ivan Geffner , Erez Karpas , Moshe Tennenholtz

We study market making in aggregator-routed RFQ markets where platform routing depends on slowly varying dealer performance scores. We propose a two-tier stochastic control model that separates RFQ-level price competition from a macro…

风险管理 · 定量金融 2026-03-12 Alexander Barzykin

Motivated by autobidding systems in online advertising, we study revenue maximization in markets with divisible goods and budget-constrained buyers with linear valuations. Our aim is to compute a single price for each good and an allocation…

计算机科学与博弈论 · 计算机科学 2026-02-17 Ioannis Caragiannis , Anders Bo Ipsen , Stratis Skoulakis

Evaluating large language models increasingly relies on LLM-as-a-judge protocols, but such evaluations remain costly: different judges have different prices and reliabilities, and the difficulty of each prompt-response pair can vary…

机器学习 · 计算机科学 2026-05-25 Junghyun Lee , Sanghwa Kim , Yassir Jedra , Alexandre Proutière , Se-Young Yun

Auction is the common paradigm for resource allocation which is a fundamental problem in human society. Existing research indicates that the two primary objectives, the seller's revenue and the allocation efficiency, are generally…

计算机科学与博弈论 · 计算机科学 2019-05-27 Bin Li , Dong Hao , Dengji Zhao , Makoto Yokoo

The classical theory of efficient allocations of an aggregate endowment in a pure-exchange economy has hitherto primarily focused on the Pareto-efficiency of allocations, under the implicit assumption that transfers between agents are…

计算机科学与博弈论 · 计算机科学 2026-03-05 Mario Ghossoub , Giulio Principi , Ruodu Wang

Matching markets play a prominent role in economic theory. A prime example of such a market is the sponsored search market. Here, as in other markets of that kind, market equilibria correspond to feasible, envy free, and bidder optimal…

计算机科学与博弈论 · 计算机科学 2012-12-21 Paul Dütting , Monika Henzinger , Ingmar Weber

A set of divisible resources becomes available over a sequence of rounds and needs to be allocated immediately and irrevocably. Our goal is to distribute these resources to maximize fairness and efficiency. Achieving any non-trivial…

计算机科学与博弈论 · 计算机科学 2020-09-29 Vasilis Gkatzelis , Alexandros Psomas , Xizhi Tan
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