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Artificial intelligence (AI) has evolved considerably in the last few years. While applications of AI is now becoming more common in fields like retail and marketing, application of AI in solving problems related to developing countries is…

机器学习 · 计算机科学 2019-10-23 Anusua Trivedi , Sumit Mukherjee , Edmund Tse , Anne Ewing , Juan Lavista Ferres

This position paper argues that achieving robustness, privacy, and efficiency simultaneously in machine learning systems is infeasible under prevailing threat models. The tension between these goals arises not from algorithmic shortcomings…

机器学习 · 计算机科学 2025-06-27 Youssef Allouah , Rachid Guerraoui , John Stephan

Privacy is an increasingly feeble constituent of the present datafied world and apparently the reason for that is clear: powerful actors worked to invade everyone's privacy for commercial and surveillance purposes. The existence of those…

计算机与社会 · 计算机科学 2023-08-08 Marco Cremonini

The emergence of artificial intelligence (AI) and its progressively wider impact on many sectors across the society requires an assessment of its effect on sustainable development. Here we analyze published evidence of positive or negative…

Machine learning poses severe privacy concerns as it has been shown that the learned models can reveal sensitive information about their training data. Many works have investigated the effect of widely adopted data augmentation and…

机器学习 · 计算机科学 2024-03-26 Xiao Li , Qiongxiu Li , Zhanhao Hu , Xiaolin Hu

It is increasingly recognised that advances in artificial intelligence could have large and long-lasting impacts on society. However, what form those impacts will take, just how large and long-lasting they will be, and whether they will…

计算机与社会 · 计算机科学 2022-06-23 Sam Clarke , Jess Whittlestone

The success of AI models relies on the availability of large, diverse, and high-quality datasets, which can be challenging to obtain due to data scarcity, privacy concerns, and high costs. Synthetic data has emerged as a promising solution…

计算与语言 · 计算机科学 2024-08-13 Ruibo Liu , Jerry Wei , Fangyu Liu , Chenglei Si , Yanzhe Zhang , Jinmeng Rao , Steven Zheng , Daiyi Peng , Diyi Yang , Denny Zhou , Andrew M. Dai

Meta-learning has enabled learning statistical models that can be quickly adapted to new prediction tasks. Motivated by use-cases in personalized federated learning, we study the often overlooked aspect of the modern meta-learning…

机器学习 · 计算机科学 2021-02-02 Maruan Al-Shedivat , Liam Li , Eric Xing , Ameet Talwalkar

The information age is also an era of escalating social problems. The digital transformation of society and the economy is already underway in all countries, although the progress in this transformation can vary widely. There are more…

综合经济学 · 经济学 2022-12-29 Szabolcs Nagy , Mariann Veresne Somosi

The most important resource to improve technologies in the field of artificial intelligence is data. Two types of policies are crucial in this respect: privacy and data-sharing regulations, and the use of surveillance technologies for…

综合经济学 · 经济学 2021-11-02 David Karpa , Torben Klarl , Michael Rochlitz

In the context of cybersecurity of modern communications networks, Intrusion Detection Systems (IDS) have been continuously improved, many of them incorporating machine learning (ML) techniques to identify threats. Although there are…

This paper studies optimal mechanisms for collecting and trading data. Consumers benefit from revealing information about their tastes to a service provider because this improves the service. However, the information is also valuable to a…

理论经济学 · 经济学 2026-01-29 Jiadong Gu

We model a dynamic data economy with fully endogenous growth where agents generate data from consumption and share them with innovation and production firms. Different from other productive factors such as labor or capital, data are…

理论经济学 · 经济学 2021-09-22 Lin William Cong , Wenshi Wei , Danxia Xie , Longtian Zhang

The use of Artificial Intelligence (AI) in public administration is expanding rapidly, moving from automating routine tasks to deploying generative and agentic systems that autonomously act on goals. While AI promises greater efficiency and…

计算机与社会 · 计算机科学 2025-05-05 Alexander Wuttke , Adrian Rauchfleisch , Andreas Jungherr

At a time when the phenomenon of 'AI washing' is quietly spreading, an increasing number of enterprises are using the label of artificial intelligence merely as a cosmetic embellishment in their annual reports, rather than as a genuine…

计算机与社会 · 计算机科学 2026-03-24 Li Wenxiu , Wen Zhanjie , Xia Jiechang , Guo Jingqiao

Many challenges remain before AI agents can be deployed in real-world environments. However, one virtue of such environments is that they are inherently multi-agent and contain human experts. Using advanced social intelligence in such an…

机器学习 · 计算机科学 2025-08-22 Eric Ye , Ren Tao , Natasha Jaques

Organizations are collecting vast amounts of data, but they often lack the capabilities needed to fully extract insights. As a result, they increasingly share data with external experts, such as analysts or researchers, to gain value from…

机器学习 · 计算机科学 2025-05-16 Yusi Wei , Hande Y. Benson , Joseph K. Agor , Muge Capan

This paper details the privacy and security landscape in today's cloud ecosystem and identifies that there is a gap in addressing the risks introduced by machine learning models. As machine learning algorithms continue to evolve and find…

密码学与安全 · 计算机科学 2024-02-05 Alka Luqman , Riya Mahesh , Anupam Chattopadhyay

A transformation network describes how one set of resources can be transformed into another via technological processes. Transformation networks in economics are useful because they can highlight areas for future innovations, both in terms…

社会与信息网络 · 计算机科学 2011-12-21 Christopher D. Hollander , Ivan Garibay

Algorithmic rankers have a profound impact on our increasingly data-driven society. From leisurely activities like the movies that we watch, the restaurants that we patronize; to highly consequential decisions, like making educational and…

人机交互 · 计算机科学 2022-11-08 Jun Yuan , Julia Stoyanovich , Aritra Dasgupta