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Large Language Models (LLMs) have the potential to enhance Agent-Based Modeling by better representing complex interdependent cybersecurity systems, improving cybersecurity threat modeling and risk management. However, evaluating LLMs in…

密码学与安全 · 计算机科学 2024-06-12 Tam n. Nguyen

As LLM-based agents increasingly browse the web on users' behalf, a natural question arises: can websites passively identify which underlying model powers an agent? Doing so would represent a significant security risk, enabling targeted…

密码学与安全 · 计算机科学 2026-05-15 William Lugoloobi , Samuelle Marro , Jabez Magomere , Joss Wright , Chris Russell

A Large Language Model (LLM) powered GUI agent is a specialized autonomous system that performs tasks on the user's behalf according to high-level instructions. It does so by perceiving and interpreting the graphical user interfaces (GUIs)…

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…

人机交互 · 计算机科学 2024-12-20 Aliyu Umar , Maaruf Lawan , Adamu Lawan , Abdullahi Abdulkadir , Mukhtar Dahiru

Large vision-language model (LVLM)-based web agents are emerging as powerful tools for automating complex online tasks. However, when deployed in real-world environments, they face serious security risks, motivating the design of security…

While a central goal of HCI has always been to create and develop interfaces that are easy to use, a deeper focus has been set more recently on designing interfaces more ethically. However, the exact meaning and measurement of ethical…

人机交互 · 计算机科学 2022-07-20 Thomas Mildner , Philip Doyle , Gian-Luca Savino , Rainer Malaka

Graphical User Interface (GUI) agents are increasingly deployed to interact with online web services, yet their exposure to open-world content renders them vulnerable to Environmental Injection Attacks (EIAs). In these attacks, an attacker…

密码学与安全 · 计算机科学 2026-02-03 Yitong Zhang , Ximo Li , Liyi Cai , Jia Li

AI agents are vulnerable to prompt injection attacks, where malicious content hijacks agent behavior to steal credentials or cause financial loss. The only known robust defense is architectural isolation that strictly separates trusted task…

Designers of digital solutions increasingly consult Large Language Models (LLMs) for their work. However, it remains unclear how this may affect the user experiences they produce and there are no established practices. We investigate how…

人机交互 · 计算机科学 2026-05-19 Eduard Kuric , Peter Demcak , Matus Krajcovic

Autonomous browsing agents powered by large language models (LLMs) are increasingly used to automate web-based tasks. However, their reliance on dynamic content, tool execution, and user-provided data exposes them to a broad attack surface.…

密码学与安全 · 计算机科学 2025-05-20 Mykyta Mudryi , Markiyan Chaklosh , Grzegorz Wójcik

With the rise of personalized, persistent LLM agent frameworks such as OpenClaw, human-centered agentic social networks in which teams of collaborative AI agents serve individual users in a social network across multiple domains are…

人工智能 · 计算机科学 2026-04-07 Prince Zizhuang Wang , Shuli Jiang

Advancements in multimodal foundation models have enabled the development of Computer Use Agents (CUAs) capable of autonomously interacting with GUI environments. As CUAs are not restricted to certain tools, they allow to automate more…

机器学习 · 计算机科学 2026-04-10 Dominik Seip , Matthias Hein

Computer-use agents (CUAs) automate on-screen work, as illustrated by GPT-5.4 and Claude. Yet their reliability on complex, low-frequency interactions is still poor, limiting user trust. Our analysis of failure cases from advanced models…

计算机视觉与模式识别 · 计算机科学 2026-05-13 Miaosen Zhang , Xiaohan Zhao , Zhihong Tan , Zhou Huoshen , Yijia Fan , Yifan Yang , Kai Qiu , Bei Liu , Justin Wagle , Chenzhong Yin , Mingxi Cheng , Ji Li , Qi Dai , Chong Luo , Xu Yang , Xin Geng , Baining Guo

Usability testing is a fundamental yet challenging (e.g., inflexible to iterate the study design flaws and hard to recruit study participants) research method for user experience (UX) researchers to evaluate a web design. Recent advances in…

人机交互 · 计算机科学 2025-04-08 Yuxuan Lu , Bingsheng Yao , Hansu Gu , Jing Huang , Jessie Wang , Yang Li , Jiri Gesi , Qi He , Toby Jia-Jun Li , Dakuo Wang

LLM-based code interpreter agents are increasingly deployed in critical workflows, yet their robustness against risks introduced by their code execution capabilities remains underexplored. Existing benchmarks are limited to static datasets…

密码学与安全 · 计算机科学 2026-02-24 Lei Ba , Qinbin Li , Songze Li

Recent advances in AI agents capable of solving complex, everyday tasks, from scheduling to customer service, have enabled deployment in real-world settings, but their possibilities for unsafe behavior demands rigorous evaluation. While…

Mobile GUI Agents, AI agents capable of interacting with mobile applications on behalf of users, have the potential to transform human computer interaction. However, current evaluation practices for GUI agents face two fundamental…

人工智能 · 计算机科学 2026-05-14 Youngmin Im , Byeongung Jo , Jaeyoung Wi , Seungwoo Baek , Tae Hoon Min , Joo Hyung Lee , Sangeun Oh , Insik Shin , Sunjae Lee

Dark patterns utilize interface elements to trick users into performing unwanted actions. Online shopping websites often employ these manipulative mechanisms so as to increase their potential customer base, to boost their sales, or to…

人机交互 · 计算机科学 2021-07-19 Christian Voigt , Stephan Schlögl , Aleksander Groth

While current Computer Use Agent (CUA) benchmarks measure task completion effectively, they provide limited assessment of enterprise deployment readiness, emphasizing functional correctness over the operational reliability required for…

AI agents are expected to perform professional work across hundreds of occupational domains (from emergency department triage to nuclear reactor safety monitoring to customs import processing), yet existing benchmarks can only evaluate…

计算与语言 · 计算机科学 2026-04-17 Xiaomeng Hu , Yinger Zhang , Fei Huang , Jianhong Tu , Yang Su , Lianghao Deng , Yuxuan Liu , Yantao Liu , Dayiheng Liu , Tsung-Yi Ho