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Language agents perform complex tasks by using tools to execute each step precisely. However, most existing agents are based on proprietary models or designed to target specific tasks, such as mathematics or multi-hop question answering. We…

Artificial Intelligence · Computer Science 2024-06-11 Joongwon Kim , Bhargavi Paranjape , Tushar Khot , Hannaneh Hajishirzi

Recently, large language models have facilitated the emergence of highly intelligent conversational AI capable of engaging in human-like dialogues. However, a notable distinction lies in the fact that these AI models predominantly generate…

Human-Computer Interaction · Computer Science 2025-10-13 Jijie Zhou , Yuhan Hu

The field of user experience (UX) based on the design philosophy of "user-centered design" is moving towards the intelligence era. Still, the existing UX paradigm mainly aims at non-intelligent systems and lacks a systematic approach to UX…

Human-Computer Interaction · Computer Science 2023-03-27 Wei Xu

Agents, as user-centric tools, are increasingly deployed for human task delegation, assisting with a broad spectrum of requests by generating thoughts, engaging with user proxies, and producing action plans. However, agents based on large…

Multiagent Systems · Computer Science 2024-10-02 Wenyue Hua , Mengting Wan , Shashank Vadrevu , Ryan Nadel , Yongfeng Zhang , Chi Wang

UX practitioners face novel challenges when designing user interfaces for machine learning (ML)-enabled applications. Interactive ML paradigms, like AutoML and interactive machine teaching, lower the barrier for non-expert end users to…

Human-Computer Interaction · Computer Science 2023-02-24 K. J. Kevin Feng , David W. McDonald

Large language models are redefining software engineering by implementing AI-powered techniques throughout the whole software development process, including requirement gathering, software architecture, code generation, testing, and…

Software Engineering · Computer Science 2024-06-11 Malik Abdul Sami , Muhammad Waseem , Zeeshan Rasheed , Mika Saari , Kari Systä , Pekka Abrahamsson

Analysis is a key part of usability testing where UX practitioners seek to identify usability problems and generate redesign suggestions. Although previous research reported how analysis was conducted, the findings were typically focused on…

Human-Computer Interaction · Computer Science 2022-04-07 Emily Kuang , Xiaofu Jin , Mingming Fan

Recent advancements in Large Language Models (LLMs) have led to the development of intelligent LLM-based agents capable of interacting with graphical user interfaces (GUIs). These agents demonstrate strong reasoning and adaptability,…

Artificial Intelligence · Computer Science 2025-04-16 Wenjia Jiang , Yangyang Zhuang , Chenxi Song , Xu Yang , Joey Tianyi Zhou , Chi Zhang

User simulation is an emerging interdisciplinary topic with multiple critical applications in the era of Generative AI. It involves creating an intelligent agent that mimics the actions of a human user interacting with an AI system,…

Artificial Intelligence · Computer Science 2026-04-22 Krisztian Balog , ChengXiang Zhai

User simulators are crucial for replicating human interactions with dialogue systems, supporting both collaborative training and automatic evaluation, especially for large language models (LLMs). However, current role-playing methods face…

Computation and Language · Computer Science 2025-07-01 Kuang Wang , Xianfei Li , Shenghao Yang , Li Zhou , Feng Jiang , Haizhou Li

LLM-driven GUI agents are increasingly used in production systems to automate workflows and simulate users for evaluation and optimization. Yet most GUI-agent evaluations emphasize task success and provide limited evidence on whether agents…

Information Retrieval · Computer Science 2026-04-10 Maria Movin , Claudia Hauff , Aron Henriksson , Panagiotis Papapetrou

User eXperience (UX) is becoming increasingly important for success of software products. Yet, many companies still face various challenges in their work with UX. Part of these challenges relate to inadequate knowledge and awareness of UX…

Software Engineering · Computer Science 2016-06-30 Pariya Kashfi , Robert Feldt , Agneta Nilsson , Richard Berntsson Svensson

Web-based platforms are becoming a primary channel for psychological support, yet most LLM-driven chatbots remain opaque, single-stage, and weakly grounded in established therapeutic practice, limiting their usefulness for web applications…

Human-Computer Interaction · Computer Science 2026-03-10 Fei Wang , Jiangnan Yang , Junjie Chen , Yuxin Liu , Kun Li , Yanyan Wei , Dan Guo , Meng Wang

AI-powered web agents have the potential to automate repetitive tasks, such as form filling, information retrieval, and scheduling, but they struggle to reliably execute these tasks without human intervention, requiring users to provide…

Human-Computer Interaction · Computer Science 2026-01-27 Yimeng Liu , Misha Sra , Jeevana Priya Inala , Chenglong Wang

Evaluating developer satisfaction with conversational AI assistants at scale is critical but challenging. User studies provide rich insights, but are unscalable, while large-scale quantitative signals from logs or in-product ratings are…

Software Engineering · Computer Science 2025-09-24 Daye Nam , Malgorzata Salawa , Satish Chandra

User simulators serve as the critical interactive environment for agent post-training, and an ideal user simulator generalizes across domains and proactively engages in negotiation by challenging or bargaining. However, current methods…

Computation and Language · Computer Science 2026-01-15 Feng Zhang , Shijia Li , Chunmao Zhang , Zhanyu Ma , Jun Xu , Jiuchong Gao , Jinghua Hao , Renqing He , Jingwen Xu , Han Liu

User Experience (UX) Research covers various methods for gathering the users' subjective impressions of a product. For this, practitioners face different activities and tasks related to the research process. This includes processing a large…

Human-Computer Interaction · Computer Science 2025-06-05 Stefan Graser , Anastasia Snimshchikova , Martin Schrepp , Stephan Böhm

Human interaction relies on a wide range of signals, including non-verbal cues. In order to develop effective Explainable Planning (XAIP) agents it is important that we understand the range and utility of these communication channels. Our…

Artificial Intelligence · Computer Science 2020-12-01 Alan Lindsay , Bart Craenen , Sara Dalzel-Job , Robin L. Hill , Ronald P. A. Petrick

Computer voice is experiencing a renaissance through the growing popularity of voice-based interfaces, agents, and environments. Yet, how to measure the user experience (UX) of voice-based systems remains an open and urgent question,…

Human-Computer Interaction · Computer Science 2021-03-15 Katie Seaborn , Jacqueline Urakami

Computer-Use Agents (CUA) are becoming increasingly capable of autonomously operating digital environments through Graphical User Interfaces (GUI). Yet, most GUI remain designed primarily for humans--prioritizing aesthetics and…

Computer Vision and Pattern Recognition · Computer Science 2025-11-20 Kevin Qinghong Lin , Siyuan Hu , Linjie Li , Zhengyuan Yang , Lijuan Wang , Philip Torr , Mike Zheng Shou