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Limited transparency in targeted advertising on online content delivery platforms can breed mistrust for both viewers (of the content and ads) and advertisers. This user study (n=864) explores how explanations for targeted ads can bridge…

人机交互 · 计算机科学 2024-09-25 Dina Zilbershtein , Francesco Barile , Daan Odijk , Nava Tintarev

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…

信息检索 · 计算机科学 2025-04-30 Qi Yang , Marlo Ongpin , Sergey Nikolenko , Alfred Huang , Aleksandr Farseev

E-learning platforms that personalise content selection with AI are often criticised for lacking transparency and controllability. Researchers have therefore proposed solutions such as open learner models and letting learners select from…

人机交互 · 计算机科学 2024-12-23 Jeroen Ooge , Arno Vanneste , Maxwell Szymanski , Katrien Verbert

This research explores how human-defined goals influence the behavior of Large Language Models (LLMs) through purpose-conditioned cognition. Using financial prediction tasks, we show that revealing the downstream use (e.g., predicting stock…

综合金融 · 定量金融 2026-05-07 Sean Cao , Wei Jiang , Hui Xu

Research in artificial intelligence (AI)-assisted decision-making is experiencing tremendous growth with a constantly rising number of studies evaluating the effect of AI with and without techniques from the field of explainable AI (XAI) on…

人机交互 · 计算机科学 2022-06-02 Max Schemmer , Patrick Hemmer , Maximilian Nitsche , Niklas Kühl , Michael Vössing

The increasing integration of artificial intelligence (AI) in visual analytics (VA) tools raises vital questions about the behavior of users, their trust, and the potential of induced biases when provided with guidance during data…

人机交互 · 计算机科学 2024-04-24 Sunwoo Ha , Shayan Monadjemi , Alvitta Ottley

As synthetic media proliferates, AI policymakers and practitioners have increasingly turned to disclosures--signals describing how media has been created or modified by AI--to help audiences evaluate media credibility. While there is a…

计算机与社会 · 计算机科学 2026-05-20 Claire R. Leibowicz

The intrusiveness and the increasing invasiveness of online advertising have, in the last few years, raised serious concerns regarding user privacy and Web usability. As a reaction to these concerns, we have witnessed the emergence of a…

计算机与社会 · 计算机科学 2016-02-08 Javier Parra-Arnau , Jagdish Prasad Achara , Claude Castelluccia

Retargeting ads are increasingly prevalent on the Internet as their effectiveness has been shown to outperform conventional targeted ads. Retargeting ads are not only based on users' interests, but also on their intents, i.e. commercial…

密码学与安全 · 计算机科学 2014-04-18 Minh-Dung Tran , Gergely Acs , Claude Castelluccia

Smart recommendation algorithms have revolutionized content delivery and improved efficiency across various domains. However, concerns about user agency arise from the algorithms' inherent opacity (information asymmetry) and one-way output…

人机交互 · 计算机科学 2025-05-13 Mengke Wu , Weizi Liu , Yanyun Wang , Mike Yao

We examine how users perceive the limitations of an AI system when it encounters a task that it cannot perform perfectly and whether providing explanations alongside its answers aids users in constructing an appropriate mental model of the…

计算与语言 · 计算机科学 2025-06-24 Judith Sieker , Simeon Junker , Ronja Utescher , Nazia Attari , Heiko Wersing , Hendrik Buschmeier , Sina Zarrieß

In reaction to growing concerns about the potential harms of artificial intelligence (AI), societies have begun to demand more transparency about how AI models and systems are created and used. To address these concerns, several efforts…

计算机与社会 · 计算机科学 2024-03-13 David Piorkowski , John Richards , Michael Hind

Modeling users' cognitive states (e.g., cognitive load and decision confidence) is essential for building adaptive AI in high-stakes decision-making. While eye tracking provides non-invasive behavioral signals correlated with cognitive…

人机交互 · 计算机科学 2026-04-03 Xin Sun , Shu Wei , Ting Pan , Yajing Wang , Jos A. Bosch , Isao Echizen , Abdallah El Ali , Saku Sugawara

To partly address people's concerns over web tracking, Google has created the Ad Settings webpage to provide information about and some choice over the profiles Google creates on users. We present AdFisher, an automated tool that explores…

密码学与安全 · 计算机科学 2015-03-18 Amit Datta , Michael Carl Tschantz , Anupam Datta

Artificial intelligence systems are being increasingly deployed due to their potential to increase the efficiency, scale, consistency, fairness, and accuracy of decisions. However, as many of these systems are opaque in their operation,…

Recently, deep learning has been advancing the state of the art in artificial intelligence to a new level, and humans rely on artificial intelligence techniques more than ever. However, even with such unprecedented advancements, the lack of…

人机交互 · 计算机科学 2018-04-10 Jaegul Choo , Shixia Liu

Marking biased texts is a practical approach to increase media bias awareness among news consumers. However, little is known about the generalizability of such awareness to new topics or unmarked news articles, and the role of…

人机交互 · 计算机科学 2024-12-31 Timo Spinde , Fei Wu , Wolfgang Gaissmaier , Gianluca Demartini , Helge Giese

Artificial intelligence has become a part of the provision of governmental services, from making decisions about benefits to issuing fines for parking violations. However, AI systems rarely live up to the promise of neutral optimisation,…

人工智能 · 计算机科学 2025-10-10 Dave Murray-Rust , Kars Alfrink , Cristina Zaga

In recent years, Artificial Intelligence technology has excelled in various applications across all domains and fields. However, the various algorithms in neural networks make it difficult to understand the reasons behind decisions. For…

人工智能 · 计算机科学 2025-05-13 Bowen Long , Enjie Liu , Renxi Qiu , Yanqing Duan

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…

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