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With over 500 million tweets posted per day, in Twitter, it is difficult for Twitter users to discover interesting content from the deluge of uninteresting posts. In this work, we present a novel, explainable, topical recommendation system,…

Information Retrieval · Computer Science 2022-12-29 Parantapa Bhattacharya , Saptarshi Ghosh , Muhammad Bilal Zafar , Soumya K. Ghosh , Niloy Ganguly

Short-form video content has become increasingly popular and influential in recent years. Its concise yet engaging format aligns well with todays' fast-paced and on-the-go lifestyles, making it a dominating trend in the digital world. As…

Societal and personal values are transmitted to younger generations through interaction and exposure. Traditionally, children and adolescents learned values from parents, educators, or peers. Nowadays, social platforms serve as a…

Computation and Language · Computer Science 2026-03-27 Alina Starovolsky-Shitrit , Alon Neduva , Naama Appel Doron , Itamar Gafni , Ella Daniel , Oren Tsur

Short video platforms, such as YouTube, Instagram, or TikTok, are used by billions of users. These platforms expose users to harmful content, ranging from clickbait or physical harms to hate or misinformation. Yet, we lack a comprehensive…

Computer Vision and Pattern Recognition · Computer Science 2025-04-24 Wonjeong Jo , Magdalena Wojcieszak

While prior work has investigated the benefits of online health communities and general purpose social media used for health-related purposes, little work examines the use of TikTok, an emerging social media platform with a substantial user…

Human-Computer Interaction · Computer Science 2023-11-21 Rachael Zehrung , Yunan Chen

Along with the rise of short-form videos, their mental impacts on viewers have led to widespread consequences, prompting platforms to predict videos' impact on viewers' mental health. Subsequently, they can take intervention measures…

Computer Vision and Pattern Recognition · Computer Science 2024-10-15 Jiaheng Xie , Ruicheng Liang , Yidong Chai , Yang Liu , Daniel Zeng

Large-scale annotated datasets allow AI systems to learn from and build upon the knowledge of the crowd. Many crowdsourcing techniques have been developed for collecting image annotations. These techniques often implicitly rely on the fact…

Human-Computer Interaction · Computer Science 2016-10-07 Gunnar A. Sigurdsson , Olga Russakovsky , Ali Farhadi , Ivan Laptev , Abhinav Gupta

Short-form video platforms integrate text, visuals, and audio into complex communicative acts, yet existing research analyzes these modalities in isolation, lacking scalable frameworks to interpret their joint contributions. This study…

Multimedia · Computer Science 2026-01-22 Mingyue Zha , Ho-Chun Herbert Chang

TikTok has skyrocketed in popularity over recent years, especially among younger audiences. However, there are public concerns about the potential of this platform to promote and amplify harmful content. This study presents the first…

Computers and Society · Computer Science 2025-05-20 Francesco Corso , Francesco Pierri , Gianmarco De Francisci Morales

Public discourse on critical issues such as climate change is progressively shifting to social media platforms that prioritize short-form video content. Content creators acting on those platforms play a pivotal role in shaping the…

Computers and Society · Computer Science 2024-02-21 Arianna Pera , Luca Maria Aiello

We combine user-centric Twitter data with video-centric YouTube data to analyze who watches and shares what on YouTube. Combination of two data sets, with 87k Twitter users, 5.6mln YouTube videos and 15mln video sharing events, allows rich…

Social and Information Networks · Computer Science 2016-02-23 Adiya Abisheva , Venkata Rama Kiran Garimella , David Garcia , Ingmar Weber

Social media algorithms are thought to amplify variation in user beliefs, thus contributing to radicalization. However, quantitative evidence on how algorithms and user preferences jointly shape harmful online engagement is limited. I…

General Economics · Economics 2025-03-11 Aarushi Kalra

This paper investigates the usage patterns of Facebook among different demographics in the United States, focusing on the consumption of political information and its variability across age, gender, and ethnicity. Employing a novel data…

Social and Information Networks · Computer Science 2024-07-12 Joao Couto , Kiran Garimella

The demand for producing short-form videos for sharing on social media platforms has experienced significant growth in recent times. Despite notable advancements in the fields of video summarization and highlight detection, which can create…

Computer Vision and Pattern Recognition · Computer Science 2024-12-17 Yongliang Wu , Wenbo Zhu , Jiawang Cao , Yi Lu , Bozheng Li , Weiheng Chi , Zihan Qiu , Lirian Su , Haolin Zheng , Jay Wu , Xu Yang

Using a collection of publicly available links to short form video clips of an average of 6 seconds duration each, 1,275 users manually annotated each video multiple times to indicate both long-term and short-term memorability of the…

In recent years, short video platforms have gained widespread popularity, making the quality of video recommendations crucial for retaining users. Existing recommendation systems primarily rely on behavioral data, which faces limitations…

Information Retrieval · Computer Science 2024-04-02 Shaorun Zhang , Zhiyu He , Ziyi Ye , Peijie Sun , Qingyao Ai , Min Zhang , Yiqun Liu

Short-form video social media shifts away from the traditional media paradigm by telling the audience a dynamic story to attract their attention. In particular, different combinations of everyday objects can be employed to represent a…

Computer Vision and Pattern Recognition · Computer Science 2020-11-04 Li Sun , Haoqi Zhang , Songyang Zhang , Jiebo Luo

The last decade has witnessed the proliferation of micro-videos on various user-generated content platforms. According to our statistics, around 85.7\% of micro-videos lack annotation. In this paper, we focus on annotating micro-videos with…

Multimedia · Computer Science 2023-03-16 Xiao Wang , Tian Gan , Yinwei Wei , Jianlong Wu , Dai Meng , Liqiang Nie

Many people now watch health videos, such as diet, exercise, mental health, COVID-19, and chronic disease videos, on social media. Most existing studies focused on video creators, leaving the motivations and practices of viewers…

Human-Computer Interaction · Computer Science 2024-04-03 Jiaying Liu , Yan Zhang

As cryptocurrencies gain popularity, the digital asset marketplace becomes increasingly significant. Understanding social media signals offers valuable insights into investor sentiment and market dynamics. Prior research has predominantly…

Computation and Language · Computer Science 2025-09-03 Chenghao Liu , Aniket Mahanti , Ranesh Naha , Guanghao Wang , Erwann Sbai