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In the cost per click (CPC) pricing model, an advertiser pays an ad network only when a user clicks on an ad; in turn, the ad network gives a share of that revenue to the publisher where the ad was impressed. Still, advertisers may be…

Applications · Statistics 2023-08-10 Gabriele Tolomei , Mounia Lalmas , Ayman Farahat , Andrew Haines

The inception of a mobile app often takes form of a mock-up of the Graphical User Interface (GUI), represented as a static image delineating the proper layout and style of GUI widgets that satisfy requirements. Following this initial…

Software Engineering · Computer Science 2018-04-09 Kevin Moran , Boyang Li , Carlos Bernal-Cárdenas , Dan Jelf , Denys Poshyvanyk

For graphical user interface (UI) design, it is important to understand what attracts visual attention. While previous work on saliency has focused on desktop and web-based UIs, mobile app UIs differ from these in several respects. We…

Human-Computer Interaction · Computer Science 2021-01-25 Luis A. Leiva , Yunfei Xue , Avya Bansal , Hamed R. Tavakoli , Tuğçe Köroğlu , Niraj R. Dayama , Antti Oulasvirta

Anomaly detection on text-rich graphs is widely prevalent in real life, such as detecting incorrectly assigned academic papers to authors and detecting bots in social networks. The remarkable capabilities of large language models (LLMs)…

Computation and Language · Computer Science 2025-08-08 Yunhe Pang , Bo Chen , Fanjin Zhang , Yanghui Rao , Evgeny Kharlamov , Jie Tang

Language models (LMs) show promise for vulnerability detection but struggle with long, real-world code due to sparse and uncertain vulnerability locations. These issues, exacerbated by token limits, often cause models to miss…

Software Engineering · Computer Science 2025-07-16 Xinran Zheng , Xingzhi Qian , Huichi Zhou , Shuo Yang , Yiling He , Suman Jana , Lorenzo Cavallaro

Inspired by text prompts in large language models, visual prompts have been explored to enhance the perceptual capabilities of large vision-language models (LVLMs). However, performance tends to saturate under single visual prompt designs,…

Computer Vision and Pattern Recognition · Computer Science 2026-03-06 Yuan Zhang , Chun-Kai Fan , Sicheng Yu , Junwen Pan , Tao Huang , Ming Lu , Kuan Cheng , Qi She , Shanghang Zhang

Embodied agents must detect and localize objects of interest, e.g. traffic participants for self-driving cars. Supervision in the form of bounding boxes for this task is extremely expensive. As such, prior work has looked at unsupervised…

Computer Vision and Pattern Recognition · Computer Science 2024-08-01 Yihong Sun , Bharath Hariharan

The opaqueness of modern digital advertising, exemplified by platforms such as Meta Ads, raises concerns regarding their autonomous control over audience targeting, pricing structures, and ad relevancy assessments. Locked in their leading…

Information Retrieval · Computer Science 2025-04-30 Qi Yang , Marlo Ongpin , Sergey Nikolenko , Alfred Huang , Aleksandr Farseev

Millions of web users directly depend on ad and tracker blocking tools to protect their privacy. However, existing ad and tracker blockers fall short because of their reliance on trivially susceptible advertising and tracking content. In…

Cryptography and Security · Computer Science 2021-08-19 Sandra Siby , Umar Iqbal , Steven Englehardt , Zubair Shafiq , Carmela Troncoso

The assurance of mobile app GUI has become increasingly important, as the GUI serves as the primary medium of interaction between users and apps. Although numerous automated GUI testing approaches have been developed with diverse…

Software Engineering · Computer Science 2026-05-05 Shengcheng Yu , Yuchen Ling , Chunrong Fang , Quan Zhou , Yi Zhao , Chunyang Chen , Shaomin Zhu , Zhenyu Chen

Text-to-image (TTI) diffusion models have achieved remarkable visual quality, yet they have been repeatedly shown to exhibit social biases across sensitive attributes such as gender, race and age. To mitigate these biases, existing…

Machine Learning · Computer Science 2026-03-18 Manos Plitsis , Giorgos Bouritsas , Vassilis Katsouros , Yannis Panagakis

In-app advertisements have become a major revenue source for app developers in the mobile app ecosystem. Ad libraries play an integral part in this ecosystem as app developers integrate these libraries into their apps to display ads. In…

Software Engineering · Computer Science 2021-04-02 Md Ahasanuzzaman , Safwat Hassan , Ahmed E. Hassan

There is more to images than their objective physical content: for example, advertisements are created to persuade a viewer to take a certain action. We propose the novel problem of automatic advertisement understanding. To enable research…

Computer Vision and Pattern Recognition · Computer Science 2017-07-12 Zaeem Hussain , Mingda Zhang , Xiaozhong Zhang , Keren Ye , Christopher Thomas , Zuha Agha , Nathan Ong , Adriana Kovashka

Cognitive diagnostics in the Web-based Intelligent Education System (WIES) aims to assess students' mastery of knowledge concepts from heterogeneous, noisy interactions. Recent work has tried to utilize Large Language Models (LLMs) for…

Artificial Intelligence · Computer Science 2025-10-08 Guixian Zhang , Guan Yuan , Ziqi Xu , Yanmei Zhang , Jing Ren , Zhenyun Deng , Debo Cheng

AI-driven symptom analysis systems face persistent challenges in reliability, interpretability, and hallucination. End-to-end generative approaches often lack traceability and may produce unsupported or inconsistent diagnostic outputs in…

Artificial Intelligence · Computer Science 2026-04-09 Isaac Henry , Avery Byrne , Christopher Giza , Ron Henry , Shahram Yazdani

Object detection models typically rely on predefined categories, limiting their ability to identify novel objects in open-world scenarios. To overcome this constraint, we introduce ADAM: Autonomous Discovery and Annotation Model, a…

Computer Vision and Pattern Recognition · Computer Science 2025-06-11 Amirreza Rouhi , Solmaz Arezoomandan , Knut Peterson , Joseph T. Woods , David K. Han

Websites are critical in today's digital world, with over 1.11 billion currently active and approximately 252,000 new sites launched daily. Converting website layout design into functional UI code is a time-consuming yet indispensable step…

Software Engineering · Computer Science 2025-04-28 Yuxuan Wan , Chaozheng Wang , Yi Dong , Wenxuan Wang , Shuqing Li , Yintong Huo , Michael R. Lyu

The webpage-to-code task requires models to understand visual representations of webpages and generate corresponding code. However, existing benchmarks primarily focus on static screenshot-to-code tasks, thereby overlooking the dynamic…

Large language models (LLMs) are increasingly used to generate requirements specifications, design documents, code, and test cases. In contrast, much less attention has been given to a more difficult assurance problem: statically verifying…

Software Engineering · Computer Science 2026-05-19 Zhi Quan Zhou , Dave Towey , Tsong Yueh Chen

GUI agents powered by Multimodal Large Language Models (MLLMs) have demonstrated impressive capability in understanding and executing user instructions. However, accurately grounding instruction-relevant elements from high-resolution…

Artificial Intelligence · Computer Science 2026-05-18 Yichao Liu , Huawen Shen , Liu Yu , Shiyu Liu , Zeyu Chen , Yu Zhou