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Personalized prompting offers large opportunities for deploying large language models (LLMs) to diverse users, yet existing prompt optimization methods primarily focus on task-level optimization while largely overlooking user-specific…

Machine Learning · Computer Science 2026-02-16 Yuchen Ma , Yue Huang , Wenjie Wang , Xiaonan Luo , Xiangliang Zhang , Stefan Feuerriegel

Generative AI (GenAI) tools are increasingly being adopted in software development as productivity aids, since there is evidence that GenAI tools can improve individual aspects of productivity. However, productivity is multidimensional;…

Software Engineering · Computer Science 2026-04-07 Sadia Afroz , Zixuan Feng , Tyler Menezes , Katie Kimura , Bianca Trinkenreich , Igor Steinmacher , Anita Sarma

Embodied systems, where generative autonomous agents engage with the physical world through integrated perception, cognition, action, and advanced reasoning powered by large language models (LLMs), hold immense potential for addressing…

Current LLM assistants are powerful at answering questions, but they have limited access to the behavioral context that reveals when and where a user is struggling. We present a gaze-grounded multimodal LLM assistant that uses egocentric…

Human-Computer Interaction · Computer Science 2026-04-10 Valdemar Danry , Javier Hernandez , Andrew Wilson , Pattie Maes , Judith Amores

Integrating Large Language Models (LLMs) into complex software systems enables the generation of human-understandable explanations of opaque AI processes, such as automated task planning. However, the quality and reliability of these…

Artificial Intelligence · Computer Science 2026-04-24 Gricel Vázquez , Alexandros Evangelidis , Sepeedeh Shahbeigi , Radu Calinescu , Simos Gerasimou

Emotion recognition from speech is a challenging task that requires capturing both linguistic and paralinguistic cues, with critical applications in human-computer interaction and mental health monitoring. Recent works have highlighted the…

Audio and Speech Processing · Electrical Eng. & Systems 2025-08-21 Hugo Thimonier , Antony Perzo , Renaud Seguier

Large language models (LLMs) have demonstrated remarkable potential in natural language understanding and generation, making them valuable tools for enhancing conversational interactions. However, LLMs encounter challenges such as lacking…

Human-Computer Interaction · Computer Science 2023-11-10 Guinan Su , Yanwu Yang , Jie Guo

Adaptive agent design offers a way to improve human-AI collaboration on time-sensitive tasks in rapidly changing environments. In such cases, to ensure the human maintains an accurate understanding of critical task elements, an assistive…

Artificial Intelligence · Computer Science 2025-10-28 Anwesha Das , John Duff , Jörg Hoffmann , Vera Demberg

With the rise of AI-powered coding assistants, firms and programmers are exploring how to optimize their interaction with them. Research has so far mainly focused on evaluating output quality and productivity gains, leaving aside the…

Human-Computer Interaction · Computer Science 2025-12-24 Charlotte Brandebusemeyer , Tobias Schimmer , Bert Arnrich

Understanding and classifying user personas is critical for delivering effective personalization. While persona information offers valuable insights, its full potential is realized only when contextualized, linking user characteristics with…

Human-Computer Interaction · Computer Science 2026-02-05 Saleh Afzoon , Amin Beheshti , Usman Naseem

Artificial intelligence-based language generators are now a part of most people's lives. However, by default, they tend to generate "average" language without reflecting the ways in which people differ. Here, we propose a lightweight…

Ubiquitous personalized recommender systems are built to achieve two seemingly conflicting goals, to serve high quality content tailored to individual user's taste and to adapt quickly to the ever changing environment. The former requires a…

Information Retrieval · Computer Science 2021-08-31 Yunbo Ouyang , Jun Shi , Haichao Wei , Huiji Gao

Locating the right sound effect efficiently is an important yet challenging topic for audio production. Most current sound-searching systems rely on pre-annotated audio labels created by humans, which can be time-consuming to produce and…

Audio and Speech Processing · Electrical Eng. & Systems 2025-04-23 Haohe Liu , Thomas Deacon , Wenwu Wang , Matt Paradis , Mark D. Plumbley

With the rapid improvement in the general capabilities of LLMs, LLM personalization, i.e., how to build LLM systems that can generate personalized responses or services that are tailored to distinct user personas, has become an increasingly…

Computation and Language · Computer Science 2025-06-17 Meiling Tao , Chenghao Zhu , Dongyi Ding , Tiannan Wang , Yuchen Eleanor Jiang , Wangchunshu Zhou

Human-Computer Interaction (HCI) is a multi-modal, interdisciplinary field focused on designing, studying, and improving the interactions between people and computer systems. This involves the design of systems that can recognize,…

Human-Computer Interaction · Computer Science 2025-08-15 Paul Schreiber , Beyza Cinar , Lennart Mackert , Maria Maleshkova

Agentic AI assistants that autonomously perform multi-step tasks raise open questions for user experience: how should such systems communicate progress and reasoning during extended operations, especially in attention-critical contexts such…

Human-Computer Interaction · Computer Science 2026-03-04 Johannes Kirmayr , Raphael Wennmacher , Khanh Huynh , Lukas Stappen , Elisabeth André , Florian Alt

Large language models (LLMs) excel at solving complex tasks by executing agentic workflows composed of detailed instructions and structured operations. Yet, building general-purpose agents by manually embedding foundation models into…

Artificial Intelligence · Computer Science 2025-08-08 Chia-Tung Ho , Jing Gong , Xufeng Yao , Yunsheng Bai , Abhishek B Akkur , Haoxing Ren

AI chatbots are increasingly stepping into roles as collaborators or teachers in analyzing, visualizing, and reasoning through data and domain problem. Yet, AI's default assistant mode with its comprehensive and one-off responses may…

Human-Computer Interaction · Computer Science 2026-04-06 Yongsu Ahn , Nam Wook Kim , Benjamin Bach

Recently, Multimodal Large Language Models (MLLMs) have achieved exceptional performance across diverse tasks, continually surpassing previous expectations regarding their capabilities. Nevertheless, their proficiency in perceiving emotions…

Computer Vision and Pattern Recognition · Computer Science 2026-03-03 Daiqing Wu , Dongbao Yang , Sicheng Zhao , Can Ma , Yu Zhou

Music plays a critical role in emotional regulation and stress relief; however, individuals often need different types of music tailored to their unique stress levels or surrounding environment. Choosing the right music can be challenging…

Human-Computer Interaction · Computer Science 2025-05-16 Xiaoyan Wei , Zebang Zhang , Zijian Yue , Hsiang-Ting Chen
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