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Live-streaming, as a new-generation media to connect users and authors, has attracted a lot of attention and experienced rapid growth in recent years. Compared with the content-static short-video recommendation, the live-streaming…

Information Retrieval · Computer Science 2025-02-11 Yucheng Lu , Jiangxia Cao , Xu Kuan , Wei Cheng , Wei Jiang , Jiaming Zhang , Yang Shuang , Liu Zhaojie , Liyin Hong

Kuaishou, is one of the largest short-video and live-streaming platform, compared with short-video recommendations, live-streaming recommendation is more complex because of: (1) temporarily-alive to distribution, (2) user may watch for a…

Information Retrieval · Computer Science 2024-08-13 Jiangxia Cao , Shen Wang , Yue Li , Shenghui Wang , Jian Tang , Shiyao Wang , Shuang Yang , Zhaojie Liu , Guorui Zhou

Live streaming plays a major role in today's digital platforms, supporting entertainment, education, social media, etc. However, research in this field is limited by the lack of large, publicly available datasets that capture real-time…

The progress of recommender systems is hampered mainly by evaluation as it requires real-time interactions between humans and systems, which is too laborious and expensive. This issue is usually approached by utilizing the interaction…

Information Retrieval · Computer Science 2022-08-19 Chongming Gao , Shijun Li , Wenqiang Lei , Jiawei Chen , Biao Li , Peng Jiang , Xiangnan He , Jiaxin Mao , Tat-Seng Chua

The confluence of Search and Recommendation (S&R) services is vital to online services, including e-commerce and video platforms. The integration of S&R modeling is a highly intuitive approach adopted by industry practitioners. However,…

Information Retrieval · Computer Science 2023-12-22 Zhongxiang Sun , Zihua Si , Xiaoxue Zang , Dewei Leng , Yanan Niu , Yang Song , Xiao Zhang , Jun Xu

With the advancement in personal smart devices and pervasive network connectivity, users are no longer passive content consumers, but also contributors in producing new contents. This expansion in live services requires a detailed analysis…

Multimedia · Computer Science 2020-03-25 Emna Baccour , Aiman Erbad , Kashif Bilal , Amr Mohamed , Mohsen Guizani , Mounir Hamdi

Live-streaming recommender system serves as critical infrastructure that bridges the patterns of real-time interactions between users and authors. Similar to traditional industrial recommender systems, live-streaming recommendation also…

Recommender systems deployed in real-world applications can have inherent exposure bias, which leads to the biased logged data plaguing the researchers. A fundamental way to address this thorny problem is to collect users' interactions on…

Information Retrieval · Computer Science 2022-08-24 Chongming Gao , Shijun Li , Yuan Zhang , Jiawei Chen , Biao Li , Wenqiang Lei , Peng Jiang , Xiangnan He

Live streaming recommender system is specifically designed to recommend real-time live streaming of interest to users. Due to the dynamic changes of live content, improving the timeliness of the live streaming recommender system is a…

Information Retrieval · Computer Science 2024-02-23 Fengqi Liang , Baigong Zheng , Liqin Zhao , Guorui Zhou , Qian Wang , Yanan Niu

Live streaming services are becoming increasingly popular due to real-time interactions and entertainment. Viewers can chat and send comments or virtual gifts to express their preferences for the streamers. Accurately modeling the gifting…

Information Retrieval · Computer Science 2024-07-02 Jiaxin Deng , Shiyao Wang , Yuchen Wang , Jiansong Qi , Liqin Zhao , Guorui Zhou , Gaofeng Meng

Despite gaining traction in North America, live streaming has not reached the popularity it has in China, where livestreaming has a tremendous impact on the social behaviors of users. To better understand this socio-technological…

Human-Computer Interaction · Computer Science 2018-03-19 Zhicong Lu , Haijun Xia , Seongkook Heo , Daniel Wigdor

In recent years, integrated short-video and live-streaming platforms have gained massive global adoption, offering dynamic content creation and consumption. Unlike pre-recorded short videos, live-streaming enables real-time interaction…

Information Retrieval · Computer Science 2025-04-08 Yueyang Liu , Jiangxia Cao , Shen Wang , Shuang Wen , Xiang Chen , Xiangyu Wu , Shuang Yang , Zhaojie Liu , Kun Gai , Guorui Zhou

In recent years, live video streaming has gained widespread popularity across various social media platforms. Quality of experience (QoE), which reflects end-users' satisfaction and overall experience, plays a critical role for media…

Multimedia · Computer Science 2026-05-07 Zehao Zhu , Wei Sun , Jun Jia , Wei Wu , Sibin Deng , Kai Li , Ying Chen , Xiongkuo Min , Jia Wang , Guangtao Zhai

Social media, professional sports, and video games are driving rapid growth in live video streaming, on platforms such as Twitch and YouTube Live. Live streaming experience is very susceptible to short-time-scale network congestion since…

Networking and Internet Architecture · Computer Science 2021-12-07 Sharat Chandra Madanapalli , Alex Mathai , Hassan Habibi Gharakheili , Vijay Sivaraman

Empowered by today's rich tools for media generation and collaborative production, the multimedia service paradigm is shifting from the conventional single source, to multi-source, to many sources, and now toward {\em crowdsource}. Such…

Multimedia · Computer Science 2015-02-24 Cong Zhang , Jiangchuan Liu

Live-streaming services have attracted widespread popularity due to their real-time interactivity and entertainment value. Users can engage with live-streaming authors by participating in live chats, posting likes, or sending virtual gifts…

E-commerce search serves as a central interface, connecting user demands with massive product inventories and plays a vital role in our daily lives. However, in real-world applications, it faces challenges, including highly ambiguous…

Information Retrieval · Computer Science 2026-03-25 Yupeng Li , Ben Chen , Mingyue Cheng , Zhiding Liu , Xuxin Zhang , Chenyi Lei , Wenwu Ou

Open-domain dialogue systems have made promising progress in recent years. While the state-of-the-art dialogue agents are built upon large-scale text-based social media data and large pre-trained models, there is no guarantee these agents…

Computation and Language · Computer Science 2023-06-16 Jingsheng Gao , Yixin Lian , Ziyi Zhou , Yuzhuo Fu , Baoyuan Wang

Live-streaming, as an emerging media enabling real-time interaction between authors and users, has attracted significant attention. Unlike the stable playback time of traditional TV live or the fixed content of short video, live-streaming,…

Information Retrieval · Computer Science 2025-12-09 Jiangxia Cao , Ruochen Yang , Xiang Chen , Changxin Lao , Yueyang Liu , Yusheng Huang , Yuanhao Tian , Xiangyu Wu , Shuang Yang , Zhaojie Liu , Guorui Zhou

Live streaming commerce has become a prominent form of broadcasting in the modern era. To facilitate more efficient and convenient product promotions for streamers, we present Click-to-Ask, an AI-driven assistant for live streaming commerce…

Computer Vision and Pattern Recognition · Computer Science 2026-03-20 Ruizhi Yu , Keyang Zhong , Peng Liu , Qi Wu , Haoran Zhang , Yanhao Zhang , Chen Chen , Haonan Lu
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