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Given a bipartite graph, where the two sets of vertices are applicants and posts and ranks on the edges represent preferences of applicants over posts, a {\em rank-maximal} matching is one in which the maximum number of applicants is…

Data Structures and Algorithms · Computer Science 2020-09-24 Pratik Ghosal , Adam Kunysz , Katarzyna Paluch

Generative artificial intelligence redefines higher education by restructuring the processes through which scientific knowledge is produced and validated. These systems are not neutral; they actively contribute to the marginalization of…

Computers and Society · Computer Science 2026-05-27 Fatiha Tali-Otmani

Math placement is a crucial step between admission and full engagement with the university for students in STEM majors. Students' placement experiences influence not only their mathematical entry point on their degree pathway, but their…

History and Overview · Mathematics 2019-07-02 Debra Lewis

What should regulators of complex algorithms regulate? We propose a model of oversight over 'black-box' algorithms used in high-stakes applications such as lending, medical testing, or hiring. In our model, a regulator is limited in how…

General Economics · Economics 2024-06-04 Laura Blattner , Scott Nelson , Jann Spiess

Interdisciplinary research has gained prominence as a necessity for addressing complex challenges, yet its impact on early academic careers remains unclear. This study examines how interdisciplinarity during doctoral training influences…

Computers and Society · Computer Science 2025-11-06 Xiang Zheng , Anli Peng , Xi Hong , Cassidy R. Sugimoto , Chaoqun Ni

In this paper we introduce the hiring under uncertainty problem to model the questions faced by hiring committees in large enterprises and universities alike. Given a set of $n$ eligible candidates, the decision maker needs to choose the…

Data Structures and Algorithms · Computer Science 2019-05-08 Manish Raghavan , Manish Purohit , Sreenivas Gollupadi

Combining different data sets with information on grant and fellowship applications submitted to two renowned funding agencies, we are able to compare their funding decisions (award and rejection) with scientometric performance indicators…

Computers and Society · Computer Science 2009-11-19 Lutz Bornmann , Loet Leydesdorff , Peter van den Besselaar

In this research paper we describe a study that involves measuring the complexities of undergraduate curricula offered by computer science departments, and then comparing them to the quality of these departments, where quality is determined…

Computers and Society · Computer Science 2020-06-15 Gregory L. Heileman , Hayden W. Free , Johnny Flynn , Camden Mackowiak , Jerzy W. Jaromczyk , Chaouki T. Abdallah

Motivated by green manufacturing, this paper investigates a scheduling with rejection problem subject to an energy consumption constraint. Machines are associated with non-uniform energy consumption rates, defined as the energy consumed per…

Data Structures and Algorithms · Computer Science 2026-01-16 Mingyang Gong , Brendan Mumey

Placement Optimization is an important problem in systems and chip design, which consists of mapping the nodes of a graph onto a limited set of resources to optimize for an objective, subject to constraints. In this paper, we start by…

Artificial Intelligence · Computer Science 2020-03-20 Anna Goldie , Azalia Mirhoseini

Recently, some studies have shown that text classification tasks are vulnerable to poisoning and evasion attacks. However, little work has investigated attacks against decision making algorithms that use text embeddings, and their output is…

Computation and Language · Computer Science 2022-01-11 Anahita Samadi , Debapriya Banerjee , Shirin Nilizadeh

We study the course allocation problem, where universities assign course schedules to students. The current state-of-the-art mechanism, Course Match, has one major shortcoming: students make significant mistakes when reporting their…

Computer Science and Game Theory · Computer Science 2025-01-24 Ermis Soumalias , Behnoosh Zamanlooy , Jakob Weissteiner , Sven Seuken

The Bologna Process has substantially reshaped higher education systems across Europe, including the structure of mathematical studies in Poland. One of the increasingly visible consequences of these transformations is the relatively low…

History and Overview · Mathematics 2026-05-20 Filip Turoboś , Jacek Stańdo , Żywilla Fechner , Nicole Meisner

Settings such as lending and policing can be modeled by a centralized agent allocating a resource (loans or police officers) amongst several groups, in order to maximize some objective (loans given that are repaid or criminals that are…

Machine Learning · Computer Science 2018-11-16 Hadi Elzayn , Shahin Jabbari , Christopher Jung , Michael Kearns , Seth Neel , Aaron Roth , Zachary Schutzman

We study a decision-maker's problem of finding optimal monetary incentive schemes for retention when faced with agents whose participation decisions (stochastically) depend on the incentive they receive. Our focus is on policies constrained…

Computer Science and Game Theory · Computer Science 2024-07-31 Daniel Freund , Chamsi Hssaine

Societies often rely on human experts to take a wide variety of decisions affecting their members, from jail-or-release decisions taken by judges and stop-and-frisk decisions taken by police officers to accept-or-reject decisions taken by…

Machine Learning · Statistics 2018-05-29 Isabel Valera , Adish Singla , Manuel Gomez Rodriguez

Self-reinforcing feedback loops are both cause and effect of over and/or under-presentation of some content in interactive recommender systems. This leads to erroneous user preference estimates, namely, overestimation of over-presented…

Information Retrieval · Computer Science 2020-12-24 Gökhan Çapan , Özge Bozal , İlker Gündoğdu , Ali Taylan Cemgil

We consider priority-based school choice problems with farsighted students. We show that a singleton set consisting of the matching obtained from the Top Trading Cycles (TTC) mechanism is a farsighted stable set. However, the matching…

Theoretical Economics · Economics 2022-12-15 Ata Atay , Ana Mauleon , Vincent Vannetelbosch

We study the allocation of deceased-donor lungs to patients in need of a transplant. Patients make sequential decisions in an order dictated by a priority policy. Using data from a prominent Organ Procurement Organization in the United…

General Economics · Economics 2024-11-19 Laura Doval , Federico Echenique Wanying Huang , Yi Xin

In many centralized labor markets candidates interview with potential employers before matches are formed through a clearinghouse One prominent example is the market for medical residencies and fellowships, which in recent years has had a…

Theoretical Economics · Economics 2023-09-07 Maxwell Allman , Itai Ashlagi
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