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Crowdsourced mobile video streaming enables nearby mobile video users to aggregate network resources to improve their video streaming performances. However, users are often selfish and may not be willing to cooperate without proper…

网络与互联网体系结构 · 计算机科学 2018-07-10 Ming Tang , Haitian Pang , Shou Wang , Lin Gao , Jianwei Huang , Lifeng Sun

We present a new approach to machine learning-powered combinatorial auctions, which is based on the principles of Differential Privacy. Our methodology guarantees that the auction mechanism is truthful, meaning that rational bidders have…

计算机科学与博弈论 · 计算机科学 2024-05-20 Arash Jamshidi , Seyed Mohammad Hosseini , Seyed Mahdi Noormousavi , Mahdi Jafari Siavoshani

The widespread adoption of conversational AI platforms has introduced new security and privacy risks. While these risks and their mitigation strategies have been extensively researched from a technical perspective, users' perceptions of…

密码学与安全 · 计算机科学 2025-05-19 Mutahar Ali , Arjun Arunasalam , Habiba Farrukh

Machine learning (ML) algorithms are heavily based on the availability of training data, which, depending on the domain, often includes sensitive information about data providers. This raises critical privacy concerns. Anonymization…

机器学习 · 计算机科学 2025-11-03 Héber H. Arcolezi , Mina Alishahi , Adda-Akram Bendoukha , Nesrine Kaaniche

The issue of fairness in AI arises from discriminatory practices in applications like job recommendations and risk assessments, emphasising the need for algorithms that do not discriminate based on group characteristics. This concern is…

计算机科学与博弈论 · 计算机科学 2024-08-12 Fengjuan Jia , Mengxiao Zhang , Jiamou Liu , Bakh Khoussainov

As the Internet grows in importance, it is vital to develop methods and techniques for educating end-users to improve their awareness of online privacy. Web-based education tools have been proven effective in many domains and have been…

计算机与社会 · 计算机科学 2016-03-10 Wendy Wang , Yu Tao , Kai Wang , Dominik Jedruszczak , Ben Knutson

Single-shot auctions are commonly used as a means to sell goods, for example when selling ad space or allocating radio frequencies, however devising mechanisms for auctions with multiple bidders and multiple items can be complicated. It has…

机器学习 · 计算机科学 2023-03-02 Alex Stein , Avi Schwarzschild , Michael Curry , Tom Goldstein , John Dickerson

Increasing number of the cloud-based Internet applications demands for efficient resource and cost management. This paper proposes a real-time group auction system for the cloud instance market. The system is designed based on a…

计算机科学与博弈论 · 计算机科学 2013-04-03 Chonho Lee , Ping Wang , Dusit Niyato

We consider situations where consumers are aware that a statistical model determines the price of a product based on their observed behavior. Using a novel experiment varying the context similarity between participant data and a product, we…

综合经济学 · 经济学 2024-11-14 Inácio Bó , Li Chen , Rustamdjan Hakimov

Data collected about individuals is regularly used to make decisions that impact those same individuals. We consider settings where sensitive personal data is used to decide who will receive resources or benefits. While it is well known…

数据库 · 计算机科学 2020-01-28 Satya Kuppam , Ryan Mckenna , David Pujol , Michael Hay , Ashwin Machanavajjhala , Gerome Miklau

Users worldwide access massive amounts of curated data in the form of rankings on a daily basis. The societal impact of this ease of access has been studied and work has been done to propose and enforce various notions of fairness in…

信息检索 · 计算机科学 2023-03-07 Jia Ao Sun , Sikha Pentyala , Martine De Cock , Golnoosh Farnadi

In this position paper, we discuss the merits of simulating privacy dynamics in recommender systems. We study this issue at hand from two perspectives: Firstly, we present a conceptual approach to integrate privacy into recommender system…

信息检索 · 计算机科学 2021-09-15 Peter Müllner , Elisabeth Lex , Dominik Kowald

With the advent of social media, different companies often promote competing products simultaneously for word-of-mouth diffusion and adoption by users in social networks. For such scenarios of competitive diffusion, prior studies show that…

社会与信息网络 · 计算机科学 2019-11-14 Jun Zhao , Junshan Zhang

We study the problem of implementing equilibria of complete information games in settings of incomplete information, and address this problem using "recommender mechanisms." A recommender mechanism is one that does not have the power to…

计算机科学与博弈论 · 计算机科学 2015-12-11 Michael Kearns , Mallesh M. Pai , Aaron Roth , Jonathan Ullman

In the realm of online privacy, privacy assistants play a pivotal role in empowering users to manage their privacy effectively. Although recent studies have shown promising progress in tackling tasks such as privacy violation detection and…

人工智能 · 计算机科学 2023-06-01 Gonul Ayci , Arzucan Özgür , Murat Şensoy , Pınar Yolum

Due to the prevalence of online services in modern society, such as internet banking and social media, it is important for users to have an understanding of basic security measures in order to keep themselves safe online. However, users…

人机交互 · 计算机科学 2019-07-24 Sam Scholefield , Lynsay A. Shepherd

Privacy-aware multiagent systems must protect agents' sensitive data while simultaneously ensuring that agents accomplish their shared objectives. Towards this goal, we propose a framework to privatize inter-agent communications in…

多智能体系统 · 计算机科学 2023-01-24 Bo Chen , Calvin Hawkins , Mustafa O. Karabag , Cyrus Neary , Matthew Hale , Ufuk Topcu

As large-scale theft of data from corporate servers is becoming increasingly common, it becomes interesting to examine alternatives to the paradigm of centralizing sensitive data into large databases. Instead, one could use cryptography and…

人工智能 · 计算机科学 2014-07-15 Thomas Leaute , Boi Faltings

In this paper, we study a distributed privacy-preserving learning problem in social networks with general topology. The agents can communicate with each other over the network, which may result in privacy disclosure, since the…

社会与信息网络 · 计算机科学 2023-01-30 Youming Tao , Shuzhen Chen , Feng Li , Dongxiao Yu , Jiguo Yu , Hao Sheng

The design of a statistical signal processing privacy problem is studied where the private data is assumed to be observable. In this work, an agent observes useful data $Y$, which is correlated with private data $X$, and wants to disclose…

信息论 · 计算机科学 2023-09-19 Amirreza Zamani , Tobias J. Oechtering , Mikael Skoglund