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Short-video platforms show an increasing impact on people's daily lives nowadays, with billions of active users spending plenty of time each day. The interactions between users and online platforms give rise to many scientific problems…

Multimedia · Computer Science 2025-02-11 Yu Shang , Chen Gao , Nian Li , Yong Li

The growing trend of sharing short videos on social media platforms, where users capture and share moments from their daily lives, has led to an increase in research efforts focused on micro-video recommendations. However, conventional…

Information Retrieval · Computer Science 2025-04-07 Sanghyuck Lee , Sangkeun Park , Jaesung Lee

Micro-video popularity prediction (MVPP) forecasts the popularity a newly uploaded short-form video will attract within a fixed number of days after upload. This task supports downstream applications in recommendation, advertising, and…

Multimedia · Computer Science 2026-05-19 Ryang Heo , Dongha Lee

GPT has shown its remarkable success in natural language processing. However, the language sequence is not sufficient to describe spatial-temporal details in the visual world. Alternatively, the video sequence is good at capturing such…

Computer Vision and Pattern Recognition · Computer Science 2025-05-22 Shaobin Zhuang , Zhipeng Huang , Ying Zhang , Fangyikang Wang , Canmiao Fu , Binxin Yang , Chong Sun , Chen Li , Yali Wang

Micro-videos are six-second videos popular on social media networks with several unique properties. Firstly, because of the authoring process, they contain significantly more diversity and narrative structure than existing collections of…

Computer Vision and Pattern Recognition · Computer Science 2016-04-04 Phuc Xuan Nguyen , Gregory Rogez , Charless Fowlkes , Deva Ramanan

There has been rampant propagation of fake news and misinformation videos on many platforms lately, and moderation of such content faces many challenges that must be overcome. Recent research has shown the feasibility of identifying video…

Cryptography and Security · Computer Science 2024-07-16 Petar Smolovic , Thilini Dahanayaka , Kanchana Thilakarathna

Micro-videos have recently gained immense popularity, sparking critical research in micro-video recommendation with significant implications for the entertainment, advertising, and e-commerce industries. However, the lack of large-scale…

Information Retrieval · Computer Science 2023-09-28 Yongxin Ni , Yu Cheng , Xiangyan Liu , Junchen Fu , Youhua Li , Xiangnan He , Yongfeng Zhang , Fajie Yuan

Information can propagate among Online Social Network (OSN) users at a high speed, which makes the OSNs become important platforms for viral marketing. Although the viral marketing related problems in OSNs have been extensively studied in…

Social and Information Networks · Computer Science 2017-08-28 Tianyi Pan , Alan Kuhnle , Xiang Li , My T. Thai

Viral marketing on social networks, also known as Influence Maximization (IM), aims to select k users for the promotion of a target item by maximizing the total spread of their influence. However, most previous works on IM do not explore…

Social and Information Networks · Computer Science 2021-10-04 Ya-Wen Teng , Yishuo Shi , Chih-Hua Tai , De-Nian Yang , Wang-Chien Lee , Ming-Syan Chen

The online social platforms, like Twitter, Facebook, LinkedIn and WeChat, have grown really fast in last decade and have been one of the most effective platforms for people to communicate and share information with each other. Due to the…

Social and Information Networks · Computer Science 2023-05-17 Tiantian Chen , Jianxiong Guo , Weili Wu

Scaling multimodal large language models (MLLMs) to long videos is constrained by limited context windows. While retrieval-augmented generation (RAG) is a promising remedy by organizing query-relevant visual evidence into a compact context,…

Computer Vision and Pattern Recognition · Computer Science 2026-04-17 Honghao Fu , Miao Xu , Yiwei Wang , Dailing Zhang , Jun Liu , Yujun Cai

Short video has witnessed rapid growth in the past few years in e-commerce platforms like Taobao. To ensure the freshness of the content, platforms need to release a large number of new videos every day, making conventional click-through…

Information Retrieval · Computer Science 2022-09-14 Sihao Hu , Yi Cao , Yu Gong , Zhao Li , Yazheng Yang , Qingwen Liu , Shouling Ji

Spatiotemporal prediction over graphs (STPG) is challenging, because real-world data suffers from the Out-of-Distribution (OOD) generalization problem, where test data follow different distributions from training ones. To address this…

Machine Learning · Computer Science 2025-01-03 Zhaobin Mo , Haotian Xiang , Xuan Di

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

This paper presents a systematic online prediction method (Social-Forecast) that is capable to accurately forecast the popularity of videos promoted by social media. Social-Forecast explicitly considers the dynamically changing and evolving…

Machine Learning · Computer Science 2015-06-19 Jie Xu , Mihaela van der Schaar , Jiangchuan Liu , Haitao Li

With the increasing availability of videos, how to edit them and present the most interesting parts to users, i.e., video highlight, has become an urgent need with many broad applications. As users'visual preferences are subjective and vary…

Information Retrieval · Computer Science 2020-05-26 Le Wu , Yonghui Yang , Lei Chen , Defu Lian , Richang Hong , Meng Wang

Influencer marketing campaign success heavily depends on identifying key opinion leaders who can effectively leverage their credibility and reach to promote products or services. The selecting influencers process is vital for boosting brand…

Social and Information Networks · Computer Science 2025-05-28 Xiaoqing Zhang , Yuhan Liu , Jianzhou Wang , Zhenxing Hu , Xiuying Chen , Rui Yan

The short-form videos have explosive popularity and have dominated the new social media trends. Prevailing short-video platforms,~\textit{e.g.}, Kuaishou (Kwai), TikTok, Instagram Reels, and YouTube Shorts, have changed the way we consume…

Computer Vision and Pattern Recognition · Computer Science 2023-04-14 Wentao Zhu , Yufang Huang , Xiufeng Xie , Wenxian Liu , Jincan Deng , Debing Zhang , Zhangyang Wang , Ji Liu

Traditional graph-based semi-supervised learning (SSL) approaches, even though widely applied, are not suited for massive data and large label scenarios since they scale linearly with the number of edges $|E|$ and distinct labels $m$. To…

Machine Learning · Computer Science 2016-05-17 Sujith Ravi , Qiming Diao

Advancements in multimodal learning, particularly in video understanding and generation, require high-quality video-text datasets for improved model performance. Vript addresses this issue with a meticulously annotated corpus of 12K…

Computer Vision and Pattern Recognition · Computer Science 2024-10-28 Dongjie Yang , Suyuan Huang , Chengqiang Lu , Xiaodong Han , Haoxin Zhang , Yan Gao , Yao Hu , Hai Zhao
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