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Related papers: DECEPTICON: How Dark Patterns Manipulate Web Agent…

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The dark patterns, deceptive interface designs manipulating user behaviors, have been extensively studied for their effects on human decision-making and autonomy. Yet, with the rising prominence of LLM-powered GUI agents that automate tasks…

Dark patterns are user interface design choices that benefit an online service by coercing, steering, or deceiving users into making unintended and potentially harmful decisions. We present automated techniques that enable experts to…

Human-Computer Interaction · Computer Science 2019-09-23 Arunesh Mathur , Gunes Acar , Michael J. Friedman , Elena Lucherini , Jonathan Mayer , Marshini Chetty , Arvind Narayanan

Online services pervasively employ manipulative designs (i.e., dark patterns) to influence users to purchase goods and subscriptions, spend more time on-site, or mindlessly accept the harvesting of their personal data. To protect users from…

Human-Computer Interaction · Computer Science 2021-06-02 Kerstin Bongard-Blanchy , Arianna Rossi , Salvador Rivas , Sophie Doublet , Vincent Koenig , Gabriele Lenzini

Deceptive patterns are design practices embedded in digital platforms to manipulate users, representing a widespread and long-standing issue in the web and mobile software development industry. Legislative actions highlight the urgency of…

Cryptography and Security · Computer Science 2024-02-07 Zewei Shi , Ruoxi Sun , Jieshan Chen , Jiamou Sun , Minhui Xue

Mobile user interfaces abundantly feature so-called 'dark patterns'. These deceptive design practices manipulate users' decision making to profit online service providers. While past research on dark patterns mainly focus on visual design,…

Human-Computer Interaction · Computer Science 2025-04-14 Chenge Tang , Karthikeya Puttur Venkatraj , Hongbo Liu , Christina Schneegass , Gijs Huisman , Abdallah El Ali

Deceptive patterns, dark patterns, and manipulative user interfaces (UI) are a widely used design strategy that manipulates users to act against their own interests in pursuit of shareholder aims. These patterns may particularly affect…

Human-Computer Interaction · Computer Science 2026-04-20 Tobias Pellkvist , Katie Seaborn , Miu Kojima

As digital interfaces become increasingly prevalent, certain manipulative design elements have emerged that may harm user interests, raising associated ethical concerns and bringing dark patterns into focus as a significant research topic.…

Human-Computer Interaction · Computer Science 2024-12-13 Meng Li , Xiang Wang , Liming Nie , Chenglin Li , Yang Liu , Yangyang Zhao , Lei Xue , Kabir Sulaiman Said

Dark patterns are deceptive user interface designs for online services that make users behave in unintended ways. Dark patterns, such as privacy invasion, financial loss, and emotional distress, can harm users. These issues have been the…

Human-Computer Interaction · Computer Science 2024-01-10 Yuki Yada , Tsuneo Matsumoto , Fuyuko Kido , Hayato Yamana

Dark patterns are interface designs that nudge users towards behavior that is against their best interests. Since humans are often not even aware that they are influenced by these malicious patterns, research has to identify ways to protect…

Human-Computer Interaction · Computer Science 2021-03-30 Philip Hausner , Michael Gertz

As LLM-based computer-use agents (CUAs) begin to autonomously interact with real-world interfaces, understanding their vulnerability to manipulative interface designs becomes increasingly critical. We introduce SusBench, an online benchmark…

Human-Computer Interaction · Computer Science 2026-02-24 Longjie Guo , Chenjie Yuan , Mingyuan Zhong , Robert Wolfe , Ruican Zhong , Yue Xu , Bingbing Wen , Hua Shen , Lucy Lu Wang , Alexis Hiniker

Deceptive patterns (DPs) are user interface designs deliberately crafted to manipulate users into unintended decisions, often by exploiting cognitive biases for the benefit of companies or services. While numerous studies have explored ways…

Cryptography and Security · Computer Science 2025-02-05 Zewei Shi , Ruoxi Sun , Jieshan Chen , Jiamou Sun , Minhui Xue , Yansong Gao , Feng Liu , Xingliang Yuan

Although deceptive design patterns are subject to growing regulatory oversight, enforcement races to keep up with the scale of the problem. One promising solution is automated detection tools, many of which are developed within academia. We…

Human-Computer Interaction · Computer Science 2026-02-19 Arianna Rossi , Simon Parkin

Dark patterns in user interfaces represent deceptive design practices intended to manipulate users' behavior, often leading to unintended consequences such as coerced purchases, involuntary data disclosures, or user frustration. Detecting…

Human-Computer Interaction · Computer Science 2024-12-20 Aliyu Umar , Maaruf Lawan , Adamu Lawan , Abdullahi Abdulkadir , Mukhtar Dahiru

Deceptive/Manipulative Patterns (DMP) are interface designs, also known as ``dark patterns,'' that manipulate user behavior. While considerable attention has been paid to their ethical and legal implications, empirical evidence about their…

Human-Computer Interaction · Computer Science 2026-04-20 Brennan Schaffner , Luis Heysen , Marshini Chetty

Interest in unethical user interfaces has grown in HCI over recent years, with researchers identifying malicious design strategies referred to as ''dark patterns''. While such strategies have been described in numerous domains, we lack a…

Human-Computer Interaction · Computer Science 2023-05-23 Thomas Mildner , Merle Freye , Gian-Luca Savino , Philip R. Doyle , Benjamin R. Cowan , Rainer Malaka

As users increasingly turn to large language model (LLM) based web agents to automate online tasks, agents may encounter dark patterns: deceptive user interface designs that manipulate users into making unintended decisions. Although dark…

Cryptography and Security · Computer Science 2025-10-22 Devin Ersoy , Brandon Lee , Ananth Shreekumar , Arjun Arunasalam , Muhammad Ibrahim , Antonio Bianchi , Z. Berkay Celik

Dark patterns in online commerce, especially deceptive user interface designs for apps and websites, undermine consumer autonomy and distort online markets. Although sometimes deception is intentional, the complex app development process…

Computers and Society · Computer Science 2026-03-12 Gregory M. Dickinson

Dark patterns are deceptive user interfaces employed by e-commerce websites to manipulate user's behavior in a way that benefits the website, often unethically. This study investigates the detection of such dark patterns. Existing solutions…

Information Retrieval · Computer Science 2024-06-05 Arya Ramteke , Sankalp Tembhurne , Gunesh Sonawane , Ratnmala N. Bhimanpallewar

Web-based agents powered by large language models are increasingly used for tasks such as email management or professional networking. Their reliance on dynamic web content, however, makes them vulnerable to prompt injection attacks:…

The advancement of artificial intelligence has transformed user interface design by enabling adaptive and personalized systems. Alongside these benefits, AI driven interfaces have also enabled the emergence of dark patterns, which are…

Human-Computer Interaction · Computer Science 2026-02-24 Daksh Pandey
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