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Article 5(1)(c) of the European Union's General Data Protection Regulation (GDPR) requires that "personal data shall be [...] adequate, relevant, and limited to what is necessary in relation to the purposes for which they are processed…

计算机与社会 · 计算机科学 2020-05-29 Asia J. Biega , Peter Potash , Hal Daumé , Fernando Diaz , Michèle Finck

The principle of data minimization aims to reduce the amount of data collected, processed or retained to minimize the potential for misuse, unauthorized access, or data breaches. Rooted in privacy-by-design principles, data minimization has…

机器学习 · 计算机科学 2024-05-31 Prakhar Ganesh , Cuong Tran , Reza Shokri , Ferdinando Fioretto

The EU General Data Protection Regulation (GDPR) mandates the principle of data minimization, which requires that only data necessary to fulfill a certain purpose be collected. However, it can often be difficult to determine the minimal…

机器学习 · 计算机科学 2022-02-02 Abigail Goldsteen , Gilad Ezov , Ron Shmelkin , Micha Moffie , Ariel Farkash

Data minimization is a legal principle requiring personal data processing to be limited to what is necessary for a specified purpose. Operationalizing this principle for recommender systems, which rely on extensive personal data, remains a…

机器学习 · 计算机科学 2025-09-01 Jens Leysen , Marco Favier , Bart Goethals

Existing DNS configuration verification tools face significant issues (e.g., inefficient and lacking support for incremental verification). Inspired by the advancements in recent work of distributed data plane verification and the…

网络与互联网体系结构 · 计算机科学 2025-11-05 Yao Wang , Kexin Yu , Wenyun Xu , Kaiqiang Hu , Ziyi Wang , Lizhao You , Qiang Su , Dong Guo , Haizhou Du , Wanjian Feng , Qingyu Song , Linghe Kong , Qiao Xiang , Jiwu Shu

This paper determines whether the two core data protection principles of data minimisation and purpose limitation can be meaningfully implemented in data-driven systems. While contemporary data processing practices appear to stand at odds…

计算机与社会 · 计算机科学 2021-12-20 Asia J. Biega , Michèle Finck

With the growing amount of personal information exchanged over the Internet, privacy is becoming more and more a concern for users. One of the key principles in protecting privacy is data minimisation. This principle requires that only the…

密码学与安全 · 计算机科学 2014-01-14 Meilof Veeningen , Benne de Weger , Nicola Zannone

Data minimisation is a privacy-enhancing principle considered as one of the pillars of personal data regulations. This principle dictates that personal data collected should be no more than necessary for the specific purpose consented by…

密码学与安全 · 计算机科学 2016-11-18 Thibaud Antignac , David Sands , Gerardo Schneider

Compliance at web scale poses practical challenges: each request may require a regulatory assessment. Regulatory texts (e.g., the General Data Protection Regulation, GDPR) are cross-referential and normative, while runtime contexts are…

人工智能 · 计算机科学 2025-10-31 Jiseong Chung , Ronny Ko , Wonchul Yoo , Makoto Onizuka , Sungmok Kim , Tae-Wan Kim , Won-Yong Shin

Autonomous AI agents that can follow instructions and perform complex multi-step tasks have tremendous potential to boost human productivity. However, to perform many of these tasks, the agents need access to personal information from their…

Mining health data can lead to faster medical decisions, improvement in the quality of treatment, disease prevention, reduced cost, and it drives innovative solutions within the healthcare sector. However, health data is highly sensitive…

密码学与安全 · 计算机科学 2022-04-28 Iyiola E. Olatunji , Jens Rauch , Matthias Katzensteiner , Megha Khosla

Serverless platforms typically adopt an early-binding approach for function sizing, requiring developers to specify an immutable size for each function within a workflow beforehand. Accounting for potential runtime variability, developers…

分布式、并行与集群计算 · 计算机科学 2025-02-21 Jing Wu , Lin Wang , Quanfeng Deng , Chen Yu , Dong Zhang , Bingheng Yan , Fangming Liu

Web APIs may have constraints on parameters, such that not all parameters are either always required or always optional. Moreover, the presence or value of one parameter could cause another parameter to be required, or parameters could have…

软件工程 · 计算机科学 2021-02-02 Henk Grent , Aleksei Akimov , Maurício Aniche

Ensuring compliance with international data protection standards for privacy and data security is a crucial but complex task, often requiring substantial legal expertise. This paper introduces LegiLM, a novel legal language model…

计算与语言 · 计算机科学 2024-09-24 Linkai Zhu , Lu Yang , Chaofan Li , Shanwen Hu , Lu Liu , Bin Yin

In recent years, many countries have started enacting laws to safeguard privacy of personal data of their citizens collected and maintained by various enterprises through websites, mobile apps, and other means. It is imperative that the…

密码学与安全 · 计算机科学 2026-04-14 Ajay Dhakar , Arunesh Sinha , Shamik Sural

With the worldwide emergence of data protection regulations, how to conduct law-regulated big data analytics becomes a challenging and fundamental problem. This article introduces the principle of least sensing, a promising sensing paradigm…

人工智能 · 计算机科学 2022-04-12 Leye Wang

In the course of under a year, the European Commission has launched some of the most important regulatory proposals to date on platform governance. The Commission's goals behind cross-sectoral regulation of this sort include the protection…

计算机与社会 · 计算机科学 2022-05-16 Catalina Goanta , Thales Bertaglia , Adriana Iamnitchi

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

GraphQL is a query language for APIs and a runtime to execute queries. Using GraphQL queries, clients define precisely what data they wish to retrieve or mutate on a server, leading to fewer round trips and reduced response sizes. Although…

软件工程 · 计算机科学 2019-07-31 Erik Wittern , Alan Cha , James C. Davis , Guillaume Baudart , Louis Mandel

Through legislation and technical advances users gain more control over how their data is processed, and they expect online services to respect their privacy choices and preferences. However, data may be processed for many different…

数据库 · 计算机科学 2024-03-19 Dorota Filipczuk , Enrico H. Gerding , George Konstantinidis
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