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Clearly, socio-economic freedom requires some extent of transparency regarding the implications of choices. In this paper, we review some established mechanisms for achieving such transparency, without any claim to completeness, and briefly…

计算机与社会 · 计算机科学 2016-06-16 Philipp Geiger

Firms' decisions to patent innovations involve a complex evaluation of costs, benefits, and strategic considerations. This article explores the economic and practical factors that influence whether companies seek patent protection. It…

综合经济学 · 经济学 2025-04-17 Gaetan de Rassenfosse

We propose a new notion of credibility for Bayesian persuasion problems. A disclosure policy is credible if the sender cannot profit from tampering with her messages while keeping the message distribution unchanged. We show that the…

理论经济学 · 经济学 2022-05-10 Xiao Lin , Ce Liu

Is transparency always beneficial in complex systems such as traffic networks and stock markets? How is transparency defined in multi-agent systems, and what is its optimal degree at which social welfare is highest? We take an agent-based…

多智能体系统 · 计算机科学 2024-01-12 Kshama Dwarakanath , Svitlana Vyetrenko , Toks Oyebode , Tucker Balch

This chapter examines the motivations and imperatives for modernizing how statistical agencies approach statistical disclosure limitation for official data product releases. It discusses the implications for agencies' broader data…

应用统计 · 统计学 2023-03-03 John M Abowd , Michael B Hawes

Sharing systems have facilitated the redistribution of underused resources by providing convenient online marketplaces for individual sellers and buyers. However, sellers in these systems may not fully disclose the information of their…

计算机科学与博弈论 · 计算机科学 2023-09-01 Ningning Ding , Zhixuan Fang , Jianwei Huang

In Privacy Preserving Data Publishing, various privacy models have been developed for employing anonymization operations on sensitive individual level datasets, in order to publish the data for public access while preserving the privacy of…

数据库 · 计算机科学 2019-01-09 Marmar Orooji , Gerald M. Knapp

A firm seeks to analyze a dataset and to release the results. The dataset contains information about individual people, and the firm is subject to some regulation that forbids the release of the dataset itself. The regulation also imposes…

计算机与社会 · 计算机科学 2024-08-28 Aloni Cohen , Micah Altman , Francesca Falzon , Evangelina Anna Markatou , Kobbi Nissim

We study voluntary disclosure with multiple biased senders who may bear costs for disclosing or concealing their private information. Under relevant assumptions, disclosures are strategic substitutes under a disclosure cost but complements…

理论经济学 · 经济学 2026-01-16 Navin Kartik , Frances Xu Lee , Wing Suen

Strategic information is valuable either by remaining private (for instance if it is sensitive) or, on the other hand, by being used publicly to increase some utility. These two objectives are antagonistic and leaking this information might…

机器学习 · 统计学 2020-03-03 Etienne Boursier , Vianney Perchet

Explainable systems expose information about why certain observed effects are happening to the agents interacting with them. We argue that this constitutes a positive flow of information that needs to be specified, verified, and balanced…

计算机科学中的逻辑 · 计算机科学 2025-09-24 Bernd Finkbeiner , Hadar Frenkel , Julian Siber

Individuals lack oversight over systems that process their data. This can lead to discrimination and hidden biases that are hard to uncover. Recent data protection legislation tries to tackle these issues, but it is inadequate. It does not…

软件工程 · 计算机科学 2023-05-22 Valentin Zieglmeier , Alexander Pretschner

Despite conflicting definitions and conceptions of fairness, AI fairness researchers broadly agree that fairness is context-specific. However, when faced with general-purpose AI, which by definition serves a range of contexts, how should we…

计算机与社会 · 计算机科学 2025-10-08 Vyoma Raman , Judy Hanwen Shen , Andy K. Zhang , Lindsey Gailmard , Rishi Bommasani , Daniel E. Ho , Angelina Wang

We introduce a framework where the announcements of a clearinghouse about the allocation process are opaque in the sense that there can be more than one outcome compatible with a realization of type reports. We ask whether desirable…

理论经济学 · 经济学 2024-08-09 Aram Grigoryan , Markus Möller

Transparency of information disclosure has always been considered an instrumental component of effective governance, accountability, and ethical behavior in any organization or system. However, a natural question follows: \emph{what is the…

计算机科学与博弈论 · 计算机科学 2023-12-01 Tao Li , Quanyan Zhu

Recommender systems have become a pervasive part of our daily online experience, and are one of the most widely used applications of artificial intelligence and machine learning. Therefore, regulations and requirements for trustworthy…

信息检索 · 计算机科学 2024-07-01 Dominik Kowald

This paper develops a model in which a sender strategically communicates with a group of receivers whose payoffs depend on the sender's information. It is shown that aggregate payoff externalities create an endogenous conflict of interests…

理论经济学 · 经济学 2025-09-12 Georgy Lukyanov , Konstantin Shamruk , Tong Su , Ahmed Wakrim

Transparency is an essential requirement of machine learning based decision making systems that are deployed in real world. Often, transparency of a given system is achieved by providing explanations of the behavior and predictions of the…

机器学习 · 计算机科学 2021-05-18 André Artelt , Barbara Hammer

The design of data markets has gained importance as firms increasingly use machine learning models fueled by externally acquired training data. A key consideration is the externalities firms face when data, though inherently freely…

计算机科学与博弈论 · 计算机科学 2024-10-22 Anish Agarwal , Munther Dahleh , Thibaut Horel , Maryann Rui

A politically informed citizenry is imperative for a welldeveloped democracy. While the US government has pursued policies for open data, these efforts have been insufficient in achieving an open government because only people with…