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In today's businesses, marketing has been a central trend for growth. Marketing quality is equally important as product quality and relevant metrics. Quality of Marketing depends on targeting the right person. Technology adaptations have…

Multiagent Systems · Computer Science 2024-09-17 Afzal Ahmed , Muhammad Raees

In digital advertising, Click-Through Rate (CTR) and Conversion Rate (CVR) are very important metrics for evaluating ad performance. As a result, ad event prediction systems are vital and widely used for sponsored search and display…

Machine Learning · Computer Science 2019-07-04 Saeid Soheily Khah , Yiming Wu

Real-time Bidding (RTB) advertisers wish to \textit{know in advance} the expected cost and yield of ad campaigns to avoid trial-and-error expenses. However, Campaign Performance Forecasting (CPF), a sequence modeling task involving tens of…

Information Retrieval · Computer Science 2024-05-20 XiaoYu Wang , YongHui Guo , Hui Sheng , Peili Lv , Chi Zhou , Wei Huang , ShiQin Ta , Dongbo Huang , XiuJin Yang , Lan Xu , Hao Zhou , Yusheng Ji

Traditional online advertising systems for sponsored search follow a cascade paradigm with retrieval, pre-ranking,ranking, respectively. Constrained by strict requirements on online inference efficiency, it tend to be difficult to deploy…

Information Retrieval · Computer Science 2023-08-09 Han Xu , Hao Qi , Kunyao Wang , Pei Wang , Guowei Zhang , Congcong Liu , Junsheng Jin , Xiwei Zhao , Zhangang Lin , Jinghe Hu , Jingping Shao

Advertising images significantly impact commercial conversion rates and brand equity, yet current evaluation methods rely on subjective judgments, lacking scalability, standardized criteria, and interpretability. To address these…

Computer Vision and Pattern Recognition · Computer Science 2026-03-31 Kaiyuan Ji , Yixuan Gao , Lu Sun , Yushuo Zheng , Zijian Chen , Jianbo Zhang , Xiangyang Zhu , Yuan Tian , Zicheng Zhang , Guangtao Zhai

Quantitative metrics are central to evaluating computer vision (CV) models, but they often fail to capture real-world performance due to protocol inconsistencies and ground-truth noise. While visual perception studies can complement these…

Computer Vision and Pattern Recognition · Computer Science 2026-02-09 Ashkan Ganj , Yiqin Zhao , Tian Guo

Agentic AI prototypes are being deployed across domains with increasing speed, yet no methodology for their structured design, governance, and prospective evaluation has been established. Existing AI documentation practices and guidelines…

Software Engineering · Computer Science 2026-03-02 Sebastian Lobentanzer

Assessing aesthetic preference is a fundamental task related to human cognition. It can also contribute to various practical applications such as image creation for online advertisements. Despite crucial influences of image quality,…

Machine Learning · Computer Science 2019-10-08 Kyung-Wha Park , JungHoon Lee , Sunyoung Kwon , Jung-Woo Ha , Kyung-Min Kim , Byoung-Tak Zhang

Writing an ad text that attracts people and persuades them to click or act is essential for the success of search engine advertising. Therefore, ad creators must consider various aspects of advertising appeals (A$^3$) such as the price,…

Computation and Language · Computer Science 2022-04-26 Soichiro Murakami , Peinan Zhang , Sho Hoshino , Hidetaka Kamigaito , Hiroya Takamura , Manabu Okumura

Sentic computing relies on well-defined affective models of different complexity - polarity to distinguish positive and negative sentiment, for example, or more nuanced models to capture expressions of human emotions. When used to measure…

Information Retrieval · Computer Science 2021-02-02 Albert Weichselbraun , Jakob Steixner , Adrian M. P. Braşoveanu , Arno Scharl , Max Göbel , Lyndon J. B. Nixon

Online advertising systems typically use a cascaded architecture to manage massive requests and candidate volumes, where the ranking stages allocate traffic based on eCPM (predicted CTR $\times$ Bid). With the increasing popularity of…

Machine Learning · Computer Science 2025-08-08 Bin Liu , Yunfei Liu , Ziru Xu , Zhaoyu Zhou , Zhi Kou , Yeqiu Yang , Han Zhu , Jian Xu , Bo Zheng

There is a perennial need in the online advertising industry to refresh ad creatives, i.e., images and text used for enticing online users towards a brand. Such refreshes are required to reduce the likelihood of ad fatigue among online…

Computation and Language · Computer Science 2020-08-05 Yichao Zhou , Shaunak Mishra , Manisha Verma , Narayan Bhamidipati , Wei Wang

The wide popularity of digital photography and social networks has generated a rapidly growing volume of multimedia data (i.e., image, music, and video), resulting in a great demand for managing, retrieving, and understanding these data.…

Multimedia · Computer Science 2019-11-14 Sicheng Zhao , Shangfei Wang , Mohammad Soleymani , Dhiraj Joshi , Qiang Ji

Forecasting click volume is a key task in digital advertising, influencing both revenue and campaign strategy. Traditional time series models rely solely on numerical data, often overlooking rich contextual information embedded in textual…

Information Retrieval · Computer Science 2025-09-15 Briti Gangopadhyay , Zhao Wang , Shingo Takamatsu

In online advertising, the inherent complexity and dynamic nature of advertising environments necessitate the use of auto-bidding services to assist advertisers in bid optimization. This complexity is further compounded in multi-channel…

Artificial Intelligence · Computer Science 2026-02-27 Xinxin Yang , Yangyang Tang , Yikun Zhou , Yaolei Liu , Yun Li , Bo Yang

We tackle the problem of understanding visual ads where given an ad image, our goal is to rank appropriate human generated statements describing the purpose of the ad. This problem is generally addressed by jointly embedding images and…

Computer Vision and Pattern Recognition · Computer Science 2018-07-05 Karuna Ahuja , Karan Sikka , Anirban Roy , Ajay Divakaran

In sponsored search advertising, keywords serve as an essential bridge linking advertisers, search users and search engines. Advertisers have to deal with a series of keyword decisions throughout the entire lifecycle of search advertising…

Information Retrieval · Computer Science 2022-03-01 Yanwu Yang , Bernard J. Jansen , Yinghui Yang , Xunhua Guo , Daniel Zeng

Artistic inspiration remains one of the least understood aspects of the creative process. It plays a crucial role in producing works that resonate deeply with audiences, but the complexity and unpredictability of aesthetic stimuli that…

Computation and Language · Computer Science 2024-10-07 Gaurav Sahu , Olga Vechtomova

Brand advertising plays a critical role in building long-term consumer awareness and loyalty, making it a key objective for advertisers across digital platforms. Although real-time bidding has been extensively studied, there is limited…

Computer Science and Game Theory · Computer Science 2026-03-10 Yuanlong Chen , Bowen Zhu , Bing Xia , Yichuan Wang

Constraint-based causal discovery is brittle in finite-sample regimes because erroneous conditional-independence (CI) decisions can cascade into substantial structural errors. We propose Quantitative Argumentation for Causal Discovery…

Artificial Intelligence · Computer Science 2026-04-28 Sheng Wei , Yulin Chen , Beishui Liao