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In e-commerce platforms, sponsored and non-sponsored content are jointly displayed to users and both may interactively influence their engagement behavior. The former content helps advertisers achieve their marketing goals and provides a…

Online crowdfunding has received a great deal of attention from entrepreneurs and policymakers as a promising avenue to fostering entrepreneurship and innovation. A notable aspect of this shift from an offline to an online setting is that…

Social and Information Networks · Computer Science 2014-08-20 Gordon Burtch , Anindya Ghose , Sunil Wattal

Advertisement videos (ads) play an integral part in the domain of Internet e-commerce as they amplify the reach of particular products to a broad audience or can serve as a medium to raise awareness about specific issues through concise…

Computer Vision and Pattern Recognition · Computer Science 2023-08-29 Digbalay Bose , Rajat Hebbar , Tiantian Feng , Krishna Somandepalli , Anfeng Xu , Shrikanth Narayanan

Prior spending shutoff experiments in search advertising have found that paid ads cannibalize organic traffic. But it is unclear whether the same is true for other high volume advertising channels like mobile display advertising. We…

General Economics · Economics 2025-04-24 Harang Ju , Michael Zhao , Sinan Aral

Today, many web advertising data flows involve passive cross-site tracking of users. Enabling such a mechanism through the usage of third party tracking cookies (3PC) exposes sensitive user data to a large number of parties, with little…

Cryptography and Security · Computer Science 2021-10-29 Joseph J. Pfeiffer , Denis Charles , Davis Gilton , Young Hun Jung , Mehul Parsana , Erik Anderson

This paper examines some of the potential challenges associated with enabling a seamless web experience on underpowered mobile devices such as Google Glass from the perspective of web content providers, device, and the network. We conducted…

Human-Computer Interaction · Computer Science 2015-12-01 Jagmohan Chauhan , Mohamed Ali Kaafar , Anirban Mahanti

Search Engine Result Pages (SERPs) serve as the digital gateways to the vast expanse of the internet. Past decades have witnessed a surge in research primarily centered on the influence of website ranking on these pages, to determine the…

Information Retrieval · Computer Science 2023-06-06 Erik Fubel , Niclas Michael Groll , Patrick Gundlach , Qiwei Han , Maximilian Kaiser

Web agents, like OpenAI's Operator and Google's Project Mariner, are powerful agentic systems pushing the boundaries of Large Language Models (LLM). They can autonomously interact with the internet at the user's behest, such as navigating…

Artificial Intelligence · Computer Science 2025-11-07 Lars Krupp , Daniel Geißler , Vishal Banwari , Paul Lukowicz , Jakob Karolus

Digital advertising is the most popular way for content monetization on the Internet. Publishers spawn new websites, and older ones change hands with the sole purpose of monetizing user traffic. In this ever-evolving ecosystem, it is…

Computers and Society · Computer Science 2022-02-11 Emmanouil Papadogiannakis , Panagiotis Papadopoulos , Evangelos P. Markatos , Nicolas Kourtellis

Existing auto-bidding algorithms in digital advertising often treat the value of an ad opportunity as the revenue obtained when an ad is shown and/or clicked, and bid accordingly. This can lead to wasteful spending because the true value is…

Computer Science and Game Theory · Computer Science 2026-05-05 Yuxiao Wen , Zihao Hu , Yanjun Han , Yuan Yao , Zhengyuan Zhou

We consider a causal inference problem frequently encountered in online advertising systems, where a publisher (e.g., Instagram, TikTok) interacts repeatedly with human users and advertisers by sporadically displaying to each user an…

Machine Learning · Statistics 2026-02-06 Jia Yuan Yu

We develop a framework for the analysis of large-scale Ad-auctions where adverts are assigned over a continuum of search types. For this pay-per-click market, we provide an efficient mechanism that maximizes social welfare. In particular,…

Computer Science and Game Theory · Computer Science 2016-06-03 Frank Kelly , Peter Key , Neil Walton

In the past decade, global warming made several headlines and turned the attention of the whole world to it. Carbon footprint is the main factor that drives greenhouse emissions up and results in the temperature increase of the planet with…

Computers and Society · Computer Science 2023-04-04 Michalis Pachilakis , Savino Dambra , Iskander Sanchez-Rola , Leyla Bilge

On the modern web, trackers and advertisers frequently construct and monetize users' detailed behavioral profiles without consent. Despite various studies on web tracking mechanisms and advertisements, there has been no rigorous study…

Computers and Society · Computer Science 2023-12-12 Zahra Moti , Asuman Senol , Hamid Bostani , Frederik Zuiderveen Borgesius , Veelasha Moonsamy , Arunesh Mathur , Gunes Acar

We review a method for click-through rate prediction based on the work of Menon et al. [11], which combines collaborative filtering and matrix factorization with a side-information model and fuses the outputs to proper probabilities in…

Machine Learning · Statistics 2014-12-01 Bjarne Ørum Fruergaard

Online political advertising has become the cornerstone of political campaigns. The budget spent solely on political advertising in the U.S. has increased by more than 100% from \$700 million during the 2017-2018 U.S. election cycle to…

Computers and Society · Computer Science 2023-02-15 Vera Sosnovik , Romaissa Kessi , Maximin Coavoux , Oana Goga

The ability to perform effective off-policy learning would revolutionize the process of building better interactive systems, such as search engines and recommendation systems for e-commerce, computational advertising and news. Recent…

Machine Learning · Computer Science 2017-06-27 Damien Lefortier , Adith Swaminathan , Xiaotao Gu , Thorsten Joachims , Maarten de Rijke

With expansion of the video advertising market, research to predict the effects of video advertising is getting more attention. Although effect prediction of image advertising has been explored a lot, prediction for video advertising is…

Computer Vision and Pattern Recognition · Computer Science 2020-12-23 Jun Ikeda , Hiroyuki Seshime , Xueting Wang , Toshihiko Yamasaki

Benchmarking involves designing scientific test methods, tools, and frameworks to quantitatively and comparably assess specific performance indicators of certain test subjects. With the development of artificial intelligence, AI…

Software Engineering · Computer Science 2023-11-28 Fenglin Bi , Fanyu Han , Shengyu Zhao , Jinlu Li , Yanbin Zhang , Wei Wang

With the increase in the fluency of ad texts automatically created by natural language generation technology, there is high demand to verify the quality of these creatives in a real-world setting. We propose AdTEC (Ad Text Evaluation…

Computation and Language · Computer Science 2025-04-29 Peinan Zhang , Yusuke Sakai , Masato Mita , Hiroki Ouchi , Taro Watanabe