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AI systems have long been expected to interact with users, answering questions, generating content, and continuing (social) conversations. Agentic AI, however, breaks from this expectation, as its primary objective is workflow execution on…

Human-Computer Interaction · Computer Science 2026-05-05 Eunchae Jang , S. Shyam Sundar

Deep research has emerged as an important task that aims to address hard queries through extensive open-web exploration. To tackle it, most prior work equips large language model (LLM)-based agents with opaque web search APIs, enabling…

Information Retrieval · Computer Science 2026-02-26 Chuan Meng , Litu Ou , Sean MacAvaney , Jeff Dalton

When AI systems allow human-like communication, they elicit increasingly complex relational responses. Knowledge workers face a particular challenge: They approach these systems as tools while interacting with them in ways that resemble…

Human-Computer Interaction · Computer Science 2026-03-02 Emrecan Gulay , Eleonora Picco , Enrico Glerean , Corinna Coupette

AI is redefining how humans interact with technology, leading to a synergetic collaboration between the two. Nevertheless, the effects of human cognition on this collaboration remain unclear. This study investigates the implications of two…

Human-Computer Interaction · Computer Science 2024-11-12 Samuel Aleksander Sánchez Olszewski

Affordances, a foundational concept in human-computer interaction and design, have traditionally been explained by direct-perception theories, which assume that individuals perceive action possibilities directly from the environment.…

Human-Computer Interaction · Computer Science 2025-01-22 Yi-Chi Liao , Christian Holz

Algorithmic fairness in recommender systems requires close attention to the needs of a diverse set of stakeholders that may have competing interests. Previous work in this area has often been limited by fixed, single-objective definitions…

Information Retrieval · Computer Science 2024-10-08 Amanda Aird , Elena Štefancová , Cassidy All , Amy Voida , Martin Homola , Nicholas Mattei , Robin Burke

Recommendation is a prevalent application of machine learning that affects many users; therefore, it is important for recommender models to be accurate and interpretable. In this work, we propose a method to both interpret and augment the…

Machine Learning · Statistics 2020-06-22 Michael Tsang , Dehua Cheng , Hanpeng Liu , Xue Feng , Eric Zhou , Yan Liu

In recent years, advances in artificial intelligence (AI), particularly generative AI (GenAI) and large language models (LLMs), have made human-computer interactions more frequent, efficient, and accessible across sectors ranging from…

Computers and Society · Computer Science 2025-12-19 Przemek Pospieszny , Dominika P. Brodowicz

The availability of interaction devices has raised interest in techniques to support the user interface (UI). A UI specification describes the functions that a system provides to its users by capturing the interface details and includes…

Software Engineering · Computer Science 2019-02-01 Sabah Al-Fedaghi

The rise of Generative AI Search is fundamentally transforming how users and intelligent systems interact with the Internet. LLMs increasingly act as intermediaries between humans and web information. Yet the web remains optimized for human…

Networking and Internet Architecture · Computer Science 2025-11-25 Muhammad Bilal , Zafar Qazi , Marco Canini

We challenge text-to-image models with generating escape room puzzle images that are visually appealing, logically solid, and intellectually stimulating. While base image models struggle with spatial relationships and affordance reasoning,…

Computer Vision and Pattern Recognition · Computer Science 2025-08-12 Mengyi Shan , Brian Curless , Ira Kemelmacher-Shlizerman , Steve Seitz

Artificial intelligence algorithms have been used to enhance a wide variety of products and services, including assisting human decision making in high-stakes contexts. However, these algorithms are complex and have trade-offs, notably…

Human-Computer Interaction · Computer Science 2020-07-07 Bowen Yu , Ye Yuan , Loren Terveen , Zhiwei Steven Wu , Jodi Forlizzi , Haiyi Zhu

This paper presents a unified computational framework to examine how generative AI (GenAI) reshapes welfare, inequality, and diversity in content platform economies. By integrating welfare economics with agent-based simulations, we model…

Computers and Society · Computer Science 2026-01-15 Yukun Zhang , Tianyang Zhang

Generative AI faces many challenges when entering the product design workflow, such as interface usability and interaction patterns. Therefore, based on design thinking and design process, we developed the DesignGPT multi-agent…

Artificial Intelligence · Computer Science 2023-11-21 Shiying Ding , Xinyi Chen , Yan Fang , Wenrui Liu , Yiwu Qiu , Chunlei Chai

Experiential AI is presented as a research agenda in which scientists and artists come together to investigate the entanglements between humans and machines, and an approach to human-machine learning and development where knowledge is…

Computers and Society · Computer Science 2023-06-02 Drew Hemment , Dave Murray-Rust , Vaishak Belle , Ruth Aylett , Matjaz Vidmar , Frank Broz

Managing one's digital footprint is overwhelming, as it spans multiple platforms and involves countless context-dependent decisions. Recent advances in agentic AI offer ways forward by enabling holistic, contextual privacy-enhancing…

Human-Computer Interaction · Computer Science 2026-02-12 Eryue Xu , Tianshi Li

For six decades, software engineering principles have been optimized for a single consumer: the human developer. The rise of agentic AI development, where LLM-based agents autonomously read, write, navigate, and debug codebases, introduces…

Software Engineering · Computer Science 2026-04-10 Dmytro Ustynov

Recently, there has been an emergence of employing LLM-powered agents as believable human proxies, based on their remarkable decision-making capability. However, existing studies mainly focus on simulating human dialogue. Human non-verbal…

Information Retrieval · Computer Science 2023-10-16 Junjie Zhang , Yupeng Hou , Ruobing Xie , Wenqi Sun , Julian McAuley , Wayne Xin Zhao , Leyu Lin , Ji-Rong Wen

Law codes and regulations help organise societies for centuries, and as AI systems gain more autonomy, we question how human-agent systems can operate as peers under the same norms, especially when resources are contended. We posit that…

Multiagent Systems · Computer Science 2022-02-24 Alex Raymond , Hatice Gunes , Amanda Prorok

Can an algorithm create original and compelling fashion designs to serve as an inspirational assistant? To help answer this question, we design and investigate different image generation models associated with different loss functions to…

Machine Learning · Computer Science 2018-09-17 Othman Sbai , Mohamed Elhoseiny , Antoine Bordes , Yann LeCun , Camille Couprie
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