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Due to the limitations imposed by the COVID-19 pandemic, many users have shifted their shopping patterns from offline to online. Livestream shopping has become popular as one of the online shopping media. However, many streamers' malicious…

密码学与安全 · 计算机科学 2022-11-09 Qunfang Wu , Yisi Sang , Dakuo Wang , Zhicong Lu

Livestream shopping platforms often overlook the accessibility needs of the Deaf and Hard of Hearing (DHH) community, leading to barriers such as information inaccessibility and overload. To tackle these challenges, we developed…

人机交互 · 计算机科学 2025-08-12 Zeyu Yang , Zheng Wei , Yang Zhang , Xian Xu , Changyang He , Muzhi Zhou , Pan Hui

Video moderation, which refers to remove deviant or explicit content from e-commerce livestreams, has become prevalent owing to social and engaging features. However, this task is tedious and time consuming due to the difficulties…

人机交互 · 计算机科学 2021-09-09 Tan Tang , Yanhong Wu , Lingyun Yu , Yuhong Li , Yingcai Wu

With the rapid expansion of e-commerce, more consumers have become accustomed to making purchases via livestreaming. Accurately identifying the products being sold by salespeople, i.e., livestreaming product retrieval (LPR), poses a…

计算机视觉与模式识别 · 计算机科学 2024-08-06 Xiaowan Hu , Yiyi Chen , Yan Li , Minquan Wang , Haoqian Wang , Quan Chen , Han Li , Peng Jiang

Live commerce is the act of selling products online through live streaming. The customer's diverse demands for online products introduce more challenges to Livestreaming Product Recognition. Previous works have primarily focused on fashion…

计算机视觉与模式识别 · 计算机科学 2023-08-22 Wenjie Yang , Yiyi Chen , Yan Li , Yanhua Cheng , Xudong Liu , Quan Chen , Han Li

Content moderation remains a critical yet challenging task for large-scale user-generated video platforms, especially in livestreaming environments where moderation must be timely, multimodal, and robust to evolving forms of unwanted…

计算机视觉与模式识别 · 计算机科学 2026-01-29 Wei Chee Yew , Hailun Xu , Sanjay Saha , Xiaotian Fan , Hiok Hian Ong , David Yuchen Wang , Kanchan Sarkar , Zhenheng Yang , Danhui Guan

Current benchmarks for evaluating large language models (LLMs) in social media moderation completely overlook a serious threat: covert advertisements, which disguise themselves as regular posts to deceive and mislead consumers into making…

机器学习 · 计算机科学 2026-04-23 Jingyi Zheng , Tianyi Hu , Yule Liu , Zhen Sun , Zongmin Zhang , Zifan Peng , Wenhan Dong , Xinlei He

In Taobao, the largest e-commerce platform in China, billions of items are provided and typically displayed with their images. For better user experience and business effectiveness, Click Through Rate (CTR) prediction in online advertising…

计算机视觉与模式识别 · 计算机科学 2018-09-05 Tiezheng Ge , Liqin Zhao , Guorui Zhou , Keyu Chen , Shuying Liu , Huimin Yi , Zelin Hu , Bochao Liu , Peng Sun , Haoyu Liu , Pengtao Yi , Sui Huang , Zhiqiang Zhang , Xiaoqiang Zhu , Yu Zhang , Kun Gai

Live streaming is becoming an increasingly popular trend of sales in E-commerce. The core of live-streaming sales is to encourage customers to purchase in an online broadcasting room. To enable customers to better understand a product…

信息检索 · 计算机科学 2021-09-16 Guohai Xu , Hehong Chen , Feng-Lin Li , Fu Sun , Yunzhou Shi , Zhixiong Zeng , Wei Zhou , Zhongzhou Zhao , Ji Zhang

Despite significant progress in Video Large Language Models (Video-LLMs) for offline video understanding, existing online Video-LLMs typically struggle to simultaneously process continuous frame-by-frame inputs and determine optimal…

计算机视觉与模式识别 · 计算机科学 2025-11-10 Zhenyu Yang , Kairui Zhang , Yuhang Hu , Bing Wang , Shengsheng Qian , Bin Wen , Fan Yang , Tingting Gao , Weiming Dong , Changsheng Xu

The rise of live streaming has transformed online interaction, enabling massive real-time engagement but also exposing platforms to complex risks such as scams and coordinated malicious behaviors. Detecting these risks is challenging…

人工智能 · 计算机科学 2026-05-25 Yiran Qiao , Xiang Ao , Jing Chen , Yang Liu , Qiwei Zhong , Qing He

Livestreaming commerce, a hybrid of e-commerce and self-media, has expanded the broad spectrum of traditional sales performance determinants. To investigate the factors that contribute to the success of livestreaming commerce, we construct…

计量经济学 · 经济学 2023-10-31 Xiong Xiong , Fan Yang , Li Su

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…

计算与语言 · 计算机科学 2023-06-16 Jingsheng Gao , Yixin Lian , Ziyi Zhou , Yuzhuo Fu , Baoyuan Wang

E-commerce companies deal with a high volume of customer service requests daily. While a simple annotation system is often used to summarize the topics of customer contacts, thoroughly exploring each specific issue can be challenging. This…

计算与语言 · 计算机科学 2024-03-05 Shu-Ting Pi , Sidarth Srinivasan , Yuying Zhu , Michael Yang , Qun Liu

Large Reasoning Models (LRMs) often reach a correct solution before their long Chain-of-Thought trace ends, yet continue with redundant verification, repeated attempts, or unnecessary exploration that wastes computation and can even…

机器学习 · 计算机科学 2026-05-12 Xinyan Wang , Xiaogeng Liu , Chaowei Xiao

Illegal live-streaming identification, which aims to help live-streaming platforms immediately recognize the illegal behaviors in the live-streaming, such as selling precious and endangered animals, plays a crucial role in purifying the…

信息检索 · 计算机科学 2023-04-27 Lin Dengtian , Ma Yang , Li Yuhong , Song Xuemeng , Wu Jianlong , Nie Liqiang

Phonetic Cloaking Replacement (PCR), defined as the deliberate use of homophonic or near-homophonic variants to hide toxic intent, has become a major obstacle to Chinese content moderation. While this problem is well-recognized, existing…

计算与语言 · 计算机科学 2025-07-11 Haotan Guo , Jianfei He , Jiayuan Ma , Hongbin Na , Zimu Wang , Haiyang Zhang , Qi Chen , Wei Wang , Zijing Shi , Tao Shen , Ling Chen

Large Language Models have shown remarkable efficacy in generating streaming data such as text and audio, thanks to their temporally uni-directional attention mechanism, which models correlations between the current token and previous…

计算机视觉与模式识别 · 计算机科学 2024-07-12 Zhening Xing , Gereon Fox , Yanhong Zeng , Xingang Pan , Mohamed Elgharib , Christian Theobalt , Kai Chen

Recent Large Language Models have been enhanced with vision capabilities, enabling them to comprehend images, videos, and interleaved vision-language content. However, the learning methods of these large multimodal models typically treat…

计算机视觉与模式识别 · 计算机科学 2024-06-18 Joya Chen , Zhaoyang Lv , Shiwei Wu , Kevin Qinghong Lin , Chenan Song , Difei Gao , Jia-Wei Liu , Ziteng Gao , Dongxing Mao , Mike Zheng Shou

Live video streaming is increasingly popular on social media platforms. With the growth of live streaming comes an increased need for robust content moderation to remove dangerous, illegal, or otherwise objectionable content. Whereas video…

多媒体 · 计算机科学 2025-05-15 Andrew C. Freeman
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