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In the mobile app ecosystem, developers receive ad revenue by placing ads in their apps and releasing them for free. While there is evidence that users do not like ads, we do not know what are the aspects of ads that users dislike nor if…

Computers and Society · Computer Science 2017-02-27 Jiaping Gui , Meiyappan Nagappan , William G. J. Halfond

Despite Facebook's central role in American civic life, a clear, evidence-based understanding of users' long-term information environments has remained elusive, hindering assessments of the platform's societal impact. This study addresses…

Social and Information Networks · Computer Science 2026-05-06 S M Mehedi Zaman , Joao Couto , Kiran Garimella

A large share of all online display advertisements (ads) are never seen by a human. For instance, an ad could appear below the page fold, where a user never scrolls. Yet, an ad is essentially ineffective if it is not at least somewhat…

Computers and Society · Computer Science 2020-08-28 Christina Uhl , Nadia Abou Nabout , Klaus Miller

Facebook uses Artificial Intelligence for targeting users with advertisements based on the events in which they engage like sharing, liking, making comments, posts by a friend, a group creation, etcetera. Each user interacts with these…

Social and Information Networks · Computer Science 2018-11-29 Sarang Mahajan , Amey Kasar

During the summer of 2018, Facebook, Google, and Twitter created policies and implemented transparent archives that include U.S. political advertisements which ran on their platforms. Through our analysis of over 1.3 million ads with…

Social and Information Networks · Computer Science 2019-02-13 Laura Edelson , Shikhar Sakhuja , Ratan Dey , Damon McCoy

To partly address people's concerns over web tracking, Google has created the Ad Settings webpage to provide information about and some choice over the profiles Google creates on users. We present AdFisher, an automated tool that explores…

Cryptography and Security · Computer Science 2015-03-18 Amit Datta , Michael Carl Tschantz , Anupam Datta

The intrusiveness and the increasing invasiveness of online advertising have, in the last few years, raised serious concerns regarding user privacy and Web usability. As a reaction to these concerns, we have witnessed the emergence of a…

Computers and Society · Computer Science 2016-02-08 Javier Parra-Arnau , Jagdish Prasad Achara , Claude Castelluccia

A reader browsing through an online article is highly likely to encounter an advertorial, often without realizing it. Advertorials represent a relatively new marketing strategy where advertisements are deliberately designed to resemble the…

Computers and Society · Computer Science 2026-02-16 Emmanouil Papadogiannakis , Panagiotis Papadopoulos , Nicolas Kourtellis , Evangelos Markatos

Online advertising platforms use algorithmic systems to power the process of matching ads to users, termed ad delivery. Prior audits have demonstrated that ad delivery can be skewed by demographic attributes, such that ads are…

Computers and Society · Computer Science 2026-05-13 Isabel Corpus , Allison Koenecke

With a vast number of items, web-pages, and news to choose from, online services and the customers both benefit tremendously from personalized recommender systems. Such systems however provide great opportunities for targeted…

Information Retrieval · Computer Science 2015-04-16 Subhashini Krishnasamy , Rajat Sen , Sewoong Oh , Sanjay Shakkottai

Retargeting ads are increasingly prevalent on the Internet as their effectiveness has been shown to outperform conventional targeted ads. Retargeting ads are not only based on users' interests, but also on their intents, i.e. commercial…

Cryptography and Security · Computer Science 2014-04-18 Minh-Dung Tran , Gergely Acs , Claude Castelluccia

Many internet ventures rely on advertising for their revenue. However, users feel discontent by the presence of ads on the websites they visit, as the data-size of ads is often comparable to that of the actual content. This has an impact…

Social and Information Networks · Computer Science 2017-05-10 Kiran Garimella , Orestis Kostakis , Michael Mathioudakis

Personalized recommendations form an important part of today's internet ecosystem, helping artists and creators to reach interested users, and helping users to discover new and engaging content. However, many users today are skeptical of…

Cryptography and Security · Computer Science 2024-01-09 Allegra Laro , Yanqing Chen , Hao He , Babak Aghazadeh

The proliferation of harmful content on online platforms is a major societal problem, which comes in many different forms including hate speech, offensive language, bullying and harassment, misinformation, spam, violence, graphic content,…

Online political advertising has become the cornerstone of political campaigns. The budget spent solely on political advertising in the U.S. has increased by more than 100% from \$700 million during the 2017-2018 U.S. election cycle to…

Computers and Society · Computer Science 2023-02-15 Vera Sosnovik , Romaissa Kessi , Maximin Coavoux , Oana Goga

Display Ads and the generalized assignment problem are two well-studied online packing problems with important applications in ad allocation and other areas. In both problems, ad impressions arrive online and have to be allocated…

Machine Learning · Computer Science 2023-05-26 Fabian Spaeh , Alina Ene

Communication strongly influences attitudes on climate change. Within sponsored communication, high spend and high reach advertising dominates. In the advertising ecosystem we can distinguish actors with adversarial stances: organizations…

Human-Computer Interaction · Computer Science 2023-08-09 Aruna Sankaranarayanan , Erik Hemberg , Una-May O'Reilly

Fairness in online advertising is often formalized as a distributive justice problem, aiming to ensure that impressions, opportunities, or outcomes are allocated comparably across protected groups. Yet online advertising can still produce…

Computers and Society · Computer Science 2026-05-06 Camilla Quaresmini , Valentina Breschi , Jessica Leoni , Viola Schiaffonati , Mara Tanelli , Giulia De Pasquale

Social media platforms are currently the main channel for political messaging, allowing politicians to target specific demographics and adapt based on their reactions. However, making this communication transparent is challenging, as the…

Computation and Language · Computer Science 2023-07-04 Tunazzina Islam , Shamik Roy , Dan Goldwasser

Ad platforms such as Facebook, Google and LinkedIn promise value for advertisers through their targeted advertising. However, multiple studies have shown that ad delivery on such platforms can be skewed by gender or race due to hidden…

Computers and Society · Computer Science 2021-04-12 Basileal Imana , Aleksandra Korolova , John Heidemann