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Computer use agents create new privacy risks: training data collected from real websites inevitably contains sensitive information, and cloud-hosted inference exposes user screenshots. Detecting personally identifiable information in web…

密码学与安全 · 计算机科学 2026-03-19 Nathan Zhao

Dark patterns are ubiquitous in digital systems, impacting users throughout their journeys on many popular apps and websites. While substantial efforts from the research community in the last five years have led to consolidated taxonomies…

人机交互 · 计算机科学 2025-02-13 Colin M. Gray , Thomas Mildner , Ritika Gairola

Modern mobile applications rely on hidden interactions--gestures without visual cues like long presses and swipes--to provide functionality without cluttering interfaces. While experienced users may discover these interactions through prior…

人机交互 · 计算机科学 2026-01-28 Minkyu Kweon , Seokhyeon Park , Soohyun Lee , You Been Lee , Jeongmin Rhee , Jinwook Seo

Deceptive UI designs, widely instantiated across the web and commonly known as dark patterns, manipulate users into performing actions misaligned with their goals. In this paper, we show that dark patterns are highly effective in steering…

密码学与安全 · 计算机科学 2026-02-09 Phil Cuvin , Hao Zhu , Diyi Yang

The problem of ``Dark Patterns" in user interface/user experience (UI/UX) design has proven a difficult issue to tackle. Malicious and explotitative design has expanded to multiple domains in the past 10 years and which has in turn led to…

计算机与社会 · 计算机科学 2024-02-27 Frank Lewis , Julita Vassileva

Text-to-Image (T2I) models generate high-quality images but are vulnerable to malicious backdoor attacks that inject harmful biases (e.g., trigger-activated gender or racial stereotypes). Existing debiasing methods, often designed for…

计算机视觉与模式识别 · 计算机科学 2026-03-02 Hongyi Cai , Mohammad Mahdinur Rahman , Mingkang Dong , Muxin Pu , Moqyad Alqaily , Jie Li , Xinfeng Li , Jialie Shen , Meikang Qiu , Qingsong Wen

With the emergence of deep learning techniques, smartphone apps are now embedded on-device AI features for enabling advanced tasks like speech translation, to attract users and increase market competitiveness. A good interaction design is…

人机交互 · 计算机科学 2023-07-04 Jason Ching Yuen Siu , Jieshan Chen , Yujin Huang , Zhenchang Xing , Chunyang Chen

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…

人机交互 · 计算机科学 2023-05-23 Thomas Mildner , Merle Freye , Gian-Luca Savino , Philip R. Doyle , Benjamin R. Cowan , Rainer Malaka

A common cause of bugs and vulnerabilities are the violations of usage constraints associated with Application Programming Interfaces (APIs). API misuses are common in software projects, and while there have been techniques proposed to…

软件工程 · 计算机科学 2022-04-22 Hong Jin Kang , David Lo

Many accessibility features available on mobile platforms require applications (apps) to provide complete and accurate metadata describing user interface (UI) components. Unfortunately, many apps do not provide sufficient metadata for…

There is a rapidly growing literature on dark patterns, user interface designs -- typically related to shopping or privacy -- that researchers deem problematic. Recent work has been predominantly descriptive, documenting and categorizing…

人机交互 · 计算机科学 2021-01-14 Arunesh Mathur , Jonathan Mayer , Mihir Kshirsagar

Recent object detection approaches rely on pretrained vision-language models for image-text alignment. However, they fail to detect the Mobile User Interface (MUI) element since it contains additional OCR information, which describes its…

计算机视觉与模式识别 · 计算机科学 2023-05-18 Zhangxuan Gu , Zhuoer Xu , Haoxing Chen , Jun Lan , Changhua Meng , Weiqiang Wang

Linguistic anti-patterns are recurring poor practices concerning inconsistencies among the naming, documentation, and implementation of an entity. They impede readability, understandability, and maintainability of source code. This paper…

The study of UX dark patterns, i.e., UI designs that seek to manipulate user behaviors, often for the benefit of online services, has drawn significant attention in the CHI and CSCW communities in recent years. To complement previous…

人机交互 · 计算机科学 2024-02-06 Yuwen Lu , Chao Zhang , Yuewen Yang , Yaxing Yao , Toby Jia-Jun Li

Extracting semantic representations from mobile user interfaces (UI) and using the representations for designers' decision-making processes have shown the potential to be effective computational design support tools. Current approaches rely…

人机交互 · 计算机科学 2023-09-20 Seokhyeon Park , Wonjae Kim , Young-Ho Kim , Jinwook Seo

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…

Building Graphical User Interface (GUI) assistants holds significant promise for enhancing human workflow productivity. While most agents are language-based, relying on closed-source API with text-rich meta-information (e.g., HTML or…

计算机视觉与模式识别 · 计算机科学 2024-11-27 Kevin Qinghong Lin , Linjie Li , Difei Gao , Zhengyuan Yang , Shiwei Wu , Zechen Bai , Weixian Lei , Lijuan Wang , Mike Zheng Shou

Current dark pattern research tells designers what not to do, but how do they know what to do? In contrast to prior approaches that focus on patterns to avoid and their underlying principles, we present a framework grounded in positive…

人机交互 · 计算机科学 2024-03-05 Evan Caragay , Katherine Xiong , Jonathan Zong , Daniel Jackson

Dark patterns are deceptive and malicious properties of user interfaces that lead the end-user to do something different from intended or expected. While now a key topic in critical computing, most work has been conducted in Western…

人机交互 · 计算机科学 2023-04-26 Shun Hidaka , Sota Kobuki , Mizuki Watanabe , Katie Seaborn

Situationally Induced Impairments and Disabilities (SIIDs) can significantly hinder user experience in contexts such as poor lighting, noise, and multi-tasking. While prior research has introduced algorithms and systems to address these…

人机交互 · 计算机科学 2025-02-19 Xingyu Bruce Liu , Jiahao Nick Li , David Kim , Xiang 'Anthony' Chen , Ruofei Du