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The fact that internet companies may record our personal data and track our online behavior for commercial or political purpose has emphasized aspects related to online privacy. This has also led to the development of search engines that…

Search engines decide what we see for a given search query. Since many people are exposed to information through search engines, it is fair to expect that search engines are neutral. However, search engine results do not necessarily cover…

Information Retrieval · Computer Science 2023-02-07 Gizem Gezici , Aldo Lipani , Yucel Saygin , Emine Yilmaz

Multimodal Large Language Models (MLLMs) increasingly function as generative search systems that retrieve and synthesize answers from multimedia content, including YouTube videos. Although these systems project authority by citing specific…

Computers and Society · Computer Science 2026-05-27 Erfan Samieyan Sahneh , Luca Maria Aiello

The quality of user experience online is affected by the relevance and placement of advertisements. We propose a new system for selecting and displaying visual advertisements in image search result sets. Our method compares the visual…

Computer Vision and Pattern Recognition · Computer Science 2016-04-25 Yannis Kalantidis , Ayman Farahat , Lyndon Kennedy , Ricardo Baeza-Yates , David A. Shamma

Search is an integral part of a software development process. Developers often use search engines to look for information during development, including reusable code snippets, API understanding, and reference examples. Developers tend to…

YouTube plays a key role in entertaining and informing people around the globe. However, studying the platform is difficult due to the lack of randomly sampled data and of systematic ways to query the platform's colossal catalog. In this…

Social and Information Networks · Computer Science 2021-04-09 Manoel Horta Ribeiro , Robert West

Digital ads on social-media platforms play an important role in shaping access to economic opportunities. Our work proposes and implements a new third-party auditing method that can evaluate racial bias in the delivery of ads for education…

Computers and Society · Computer Science 2024-07-22 Basileal Imana , Aleksandra Korolova , John Heidemann

The rapid growth of YouTube Shorts, now serving over 2 billion monthly users, reflects a global shift toward short-form video as a dominant mode of online content consumption. This study investigates algorithmic bias in YouTube Shorts'…

Social and Information Networks · Computer Science 2025-07-08 Mert Can Cakmak , Nitin Agarwal , Diwash Poudel

Personalized recommendation algorithms, like those on YouTube, significantly shape online content consumption. These systems aim to maximize engagement by learning users' preferences and aligning content accordingly but may unintentionally…

Social and Information Networks · Computer Science 2025-01-28 Hussam Habib , Rishab Nithyanand

User beliefs about algorithmic systems are constantly co-produced through user interaction and the complex socio-technical systems that generate recommendations. Identifying these beliefs is crucial because they influence how users interact…

Human-Computer Interaction · Computer Science 2020-08-10 Oscar Alvarado , Hendrik Heuer , Vero Vanden Abeele , Andreas Breiter , Katrien Verbert

Large Language Models (LLMs) increasingly act as gateways to web content, shaping how millions of users encounter online information. Unlike traditional search engines, whose retrieval and ranking mechanisms are well studied, the selection…

Computers and Society · Computer Science 2025-11-03 Marco Minici , Cristian Consonni , Federico Cinus , Giuseppe Manco

Search engines are some of the most popular and profitable intelligent technologies in existence. Recent research, however, has suggested that search engines may be surprisingly dependent on user-created content like Wikipedia articles to…

Computers and Society · Computer Science 2019-06-21 Nicholas Vincent , Isaac Johnson , Patrick Sheehan , Brent Hecht

Existing commercial search engines often struggle to represent different perspectives of a search query. Argument retrieval systems address this limitation of search engines and provide both positive (PRO) and negative (CON) perspectives…

Information Retrieval · Computer Science 2021-09-21 Sachin Pathiyan Cherumanal , Damiano Spina , Falk Scholer , W. Bruce Croft

Search and recommendation systems are ubiquitous and irreplaceable tools in our daily lives. Despite their critical role in selecting and ranking the most relevant information, they typically do not consider the veracity of information…

Information Retrieval · Computer Science 2020-09-29 Eslam Hussein , Hoda Eldardiry

We carried out a retrieval effectiveness test on the three major web search engines (i.e., Google, Microsoft and Yahoo). In addition to relevance judgments, we classified the results according to their commercial intent and whether or not…

Information Retrieval · Computer Science 2015-11-19 Dirk Lewandowski

YouTube is the leading social media platform for sharing videos. As a result, it is plagued with misleading content that includes staged videos presented as real footages from an incident, videos with misrepresented context and videos where…

Computation and Language · Computer Science 2019-01-28 Priyank Palod , Ayush Patwari , Sudhanshu Bahety , Saurabh Bagchi , Pawan Goyal

Web search engines are important online information intermediaries that are frequently used and highly trusted by the public despite multiple evidence of their outputs being subjected to inaccuracies and biases. One form of such inaccuracy,…

Information Retrieval · Computer Science 2021-12-07 Aleksandra Urman , Mykola Makhortykh , Roberto Ulloa , Juhi Kulshrestha

Faced with the challenge of attracting user attention and revenue, social media websites have turned to video advertisements (video-ads). While in traditional media the video-ad market is mostly based on an interaction between content…

Social and Information Networks · Computer Science 2016-04-28 Mariana Arantes , Flavio Figueiredo , Jussara M. Almeida

This paper introduces a novel variant of video summarization, namely building a summary that depends on the particular aspect of a video the viewer focuses on. We refer to this as $\textit{viewpoint}$. To infer what the desired…

Computer Vision and Pattern Recognition · Computer Science 2018-04-11 Atsushi Kanehira , Luc Van Gool , Yoshitaka Ushiku , Tatsuya Harada

The correlation of the result lists provided by search engines is fundamental and it has deep and multidisciplinary ramifications. Here, we present automatic and unsupervised methods to assess whether or not search engines provide results…

Computation · Statistics 2011-07-15 Paolo D'Alberto , Ali Dasdan
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