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Understanding the factors that impact the popularity dynamics of social media can drive the design of effective information services, besides providing valuable insights to content generators and online advertisers. Taking YouTube as case…

Social and Information Networks · Computer Science 2014-10-20 Flavio Figueiredo , Jussara M. Almeida , Marcos André Gonçalves , Fabrício Benevenuto

Highlight detection has the potential to significantly ease video browsing, but existing methods often suffer from expensive supervision requirements, where human viewers must manually identify highlights in training videos. We propose a…

Computer Vision and Pattern Recognition · Computer Science 2019-03-05 Bo Xiong , Yannis Kalantidis , Deepti Ghadiyaram , Kristen Grauman

Google AI Overviews (AIOs) are arguably the most widely encountered deployment of generative AI, reaching over 2 billion users who may not realize the answers they see are AI-generated. Where search engines have traditionally surfaced…

Computers and Society · Computer Science 2026-05-15 Haofei Xu , Umar Iqbal , Jacob M. Montgomery

The content moderation systems used by social media sites are a topic of widespread interest and research, but less is known about the use of similar systems by web search engines. For example, Google Search attempts to help its users…

Social and Information Networks · Computer Science 2025-02-26 Ronald E. Robertson , Evan M. Williams , Kathleen M. Carley , David Thiel

YouTube is an important source of news and entertainment worldwide, but the scale makes it challenging to study the ideas and topics being discussed on the platform. This paper presents new methods to discover and classify YouTube channels…

Machine Learning · Computer Science 2020-10-21 Sam Clark , Anna Zaitsev

With growing investment in consumer augmented reality (AR) headsets and glasses, wearable AR is moving from niche applications to everyday use. However, current research primarily examines AR in controlled settings, offering limited…

Human-Computer Interaction · Computer Science 2025-02-13 Tram Thi Minh Tran , Shane Brown , Oliver Weidlich , Soojeong Yoo , Callum Parker

In today's cross-platform social media landscape, understanding factors that drive engagement for multimodal content, especially text paired with visuals, remains complex. This study investigates how rewriting Reddit post titles adapted…

Social and Information Networks · Computer Science 2025-05-08 Yibo Hu , Yiqiao Jin , Meng Ye , Ajay Divakaran , Srijan Kumar

The boom in social media with regard to producing and consuming information simultaneously implies the crucial role of online user influence in determining content popularity. In particular, understanding behavior variations between the…

Social and Information Networks · Computer Science 2020-04-14 Bowen Shi , Ke Xu , Jichang Zhao

Choice decisions made by users of online applications can suffer from biases due to the users' level of engagement. For instance, low engagement users may make random choices with no concern for the quality of items offered. This biased…

Applications · Statistics 2016-08-30 Zhengli Wang , Tauhid Zaman

Learning long-term spatial-temporal features are critical for many video analysis tasks. However, existing video segmentation methods predominantly rely on static image segmentation techniques, and methods capturing temporal dependency for…

Computer Vision and Pattern Recognition · Computer Science 2018-09-05 Ning Xu , Linjie Yang , Yuchen Fan , Jianchao Yang , Dingcheng Yue , Yuchen Liang , Brian Price , Scott Cohen , Thomas Huang

Social media has become an essential part of the daily routines of children and adolescents. Moreover, enormous efforts have been made to ensure the psychological and emotional well-being of young users as well as their safety when…

Computers and Society · Computer Science 2021-03-17 Sultan Alshamrani , Ahmed Abusnaina , Mohammed Abuhamad , Daehun Nyang , David Mohaisen

The development of the internet has allowed for the global distribution of content, redefining media communication and property structures through various streaming platforms. Previous studies successfully clarified the factors contributing…

Physics and Society · Physics 2024-04-19 Seoyoung Park , Sanghyeok Park , Taekho You , Jinhyuk Yun

Whether genuine communities can form on algorithmically-driven short-form video platforms like TikTok remains an open question, given that user interactions are often brief, dispersed, and difficult to trace. Building on theories of tie…

Social and Information Networks · Computer Science 2026-03-25 Charles Bickham , Minh Duc Chu , Arianna Yuan , Valerie Lookingbill , Ehsan Mohammadi , Stuart Murray , Kristina Lerman , Emilio Ferrara

Summarizing video content is important for video streaming services to engage the user in a limited time span. To this end, current methods involve manual curation or using passive interest cues to annotate potential high-interest segments…

Multimedia · Computer Science 2021-08-10 Subhabrata Majumdar , Deirdre Paul , Eric Zavesky

In addition to more personalized content feeds, some leading social media platforms give a prominent role to content that is more widely popular. On Twitter, "trending topics" identify popular topics of conversation on the platform, thereby…

Social and Information Networks · Computer Science 2023-04-12 Joseph Schlessinger , Kiran Garimella , Maurice Jakesch , Dean Eckles

Non-profits, as well as the media, have hypothesized the existence of a radicalization pipeline on YouTube, claiming that users systematically progress towards more extreme content on the platform. Yet, there is to date no substantial…

Computers and Society · Computer Science 2021-10-22 Manoel Horta Ribeiro , Raphael Ottoni , Robert West , Virgílio A. F. Almeida , Wagner Meira

Video dissemination through sites such as YouTube can have widespread impacts on opinions, thoughts, and cultures. Not all videos will reach the same popularity and have the same impact. Popularity differences arise not only because of…

Social and Information Networks · Computer Science 2013-11-27 Youmna Borghol , Sebastien Ardon , Niklas Carlsson , Derek Eager , Anirban Mahanti

A large number of the most-subscribed YouTube channels target children of a very young age. Hundreds of toddler-oriented channels on YouTube feature inoffensive, well-produced, and educational videos. Unfortunately, inappropriate content…

This paper proposes a new prediction process to explain and predict popularity evolution of YouTube videos. We exploit our recent study on the classification of YouTube videos in order to predict the evolution of videos' view-count. This…

Social and Information Networks · Computer Science 2015-07-31 Cedric Richier , Rachid Elazouzi , Tania Jimenez , Eitan Altman , Georges Linares

Content caching in small base stations or wireless infostations is considered to be a suitable approach to improve the efficiency in wireless content delivery. Placing the optimal content into local caches is crucial due to storage…

Networking and Internet Architecture · Computer Science 2017-05-11 Sabrina Müller , Onur Atan , Mihaela van der Schaar , Anja Klein
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