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The field of Artificial Intelligence is undergoing a transition from Generative AI -- probabilistic generation of text and images -- to Agentic AI, in which autonomous systems execute actions within external environments on behalf of users.…

Artificial Intelligence · Computer Science 2026-03-02 Sheng Cao , Zhao Chang , Chang Li , Hannan Li , Liyao Fu , Ji Tang

We argue that an explainable artificial intelligence must possess a rationale for its decisions, be able to infer the purpose of observed behaviour, and be able to explain its decisions in the context of what its audience understands and…

Artificial Intelligence · Computer Science 2021-04-26 Michael Timothy Bennett , Yoshihiro Maruyama

In the realm of mimicking human deliberation, large language models (LLMs) show promising performance, thereby amplifying the importance of this research area. Deliberation is influenced by both logic and personality. However, previous…

Computation and Language · Computer Science 2024-04-11 Jianzhi Liu , Hexiang Gu , Tianyu Zheng , Liuyu Xiang , Huijia Wu , Jie Fu , Zhaofeng He

There is a general concern that present developments in artificial intelligence (AI) research will lead to sentient AI systems, and these may pose an existential threat to humanity. But why cannot sentient AI systems benefit humanity…

Artificial Intelligence · Computer Science 2025-02-18 Parashar Das

AI systems that can capture human-like behavior are becoming increasingly useful in situations where humans may want to learn from these systems, collaborate with them, or engage with them as partners for an extended duration. In order to…

Artificial Intelligence · Computer Science 2022-06-17 Reid McIlroy-Young , Russell Wang , Siddhartha Sen , Jon Kleinberg , Ashton Anderson

In AI-assisted decision-making, humans often passively review AI's suggestion and decide whether to accept or reject it as a whole. In such a paradigm, humans are found to rarely trigger analytical thinking and face difficulties in…

Human-Computer Interaction · Computer Science 2025-03-13 Shuai Ma , Qiaoyi Chen , Xinru Wang , Chengbo Zheng , Zhenhui Peng , Ming Yin , Xiaojuan Ma

Artificial intelligence (AI) has demonstrated strong potential in clinical diagnostics, often achieving accuracy comparable to or exceeding that of human experts. A key challenge, however, is that AI reasoning frequently diverges from…

Artificial Intelligence · Computer Science 2026-05-25 Belona Sonna , Alban Grastien

The need for explanations in AI has, by and large, been driven by the desire to increase the transparency of black-box machine learning models. However, such explanations, which focus on the internal mechanisms that lead to a specific…

Artificial Intelligence · Computer Science 2025-07-30 Laura Spillner , Nima Zargham , Mihai Pomarlan , Robert Porzel , Rainer Malaka

With the availability of large databases and recent improvements in deep learning methodology, the performance of AI systems is reaching or even exceeding the human level on an increasing number of complex tasks. Impressive examples of this…

Artificial Intelligence · Computer Science 2017-08-29 Wojciech Samek , Thomas Wiegand , Klaus-Robert Müller

The growing popularity of AI writing assistants creates exciting opportunities to support diverse writers. This study examines how personality shapes expectations for AI writing companions and how personality-informed design can enhance…

Human-Computer Interaction · Computer Science 2026-05-05 Mengke Wu , Kexin Quan , Weizi Liu , Mike Yao , Jessie Chin

The emergence of Large Language Models (LLMs), has opened exciting possibilities for constructing computational simulations designed to replicate human behavior accurately. Current research suggests that LLM-based agents become increasingly…

Computation and Language · Computer Science 2024-12-18 Amir Taubenfeld , Yaniv Dover , Roi Reichart , Ariel Goldstein

Here we examine how AI agent "personalities" interact with human personalities to shape human-AI collaboration and performance. In a large-scale, preregistered randomized experiment, we paired 1,258 participants with AI agents prompted to…

Human-Computer Interaction · Computer Science 2026-04-14 Harang Ju , Sinan Aral

We study the problem of designing AI agents that can robustly cooperate with people in human-machine partnerships. Our work is inspired by real-life scenarios in which an AI agent, e.g., a virtual assistant, has to cooperate with new users…

Machine Learning · Computer Science 2020-06-17 Ahana Ghosh , Sebastian Tschiatschek , Hamed Mahdavi , Adish Singla

Previous research has demonstrated the potential of AI agents to act as companions that can provide constant emotional support for humans. In this paper, we emphasize the necessity of autonomous adaptation in personal AI companionship, an…

Computation and Language · Computer Science 2025-06-10 Yi Cheng , Wenge Liu , Kaishuai Xu , Wenjun Hou , Yi Ouyang , Chak Tou Leong , Wenjie Li , Xian Wu , Yefeng Zheng

The study illustrates a first step towards an ongoing work aimed at developing a dataset of dialogues potentially useful for customer service conversation management between humans and AI chatbots. The approach exploits ChatGPT 3.5 to…

Human-Computer Interaction · Computer Science 2025-01-03 Alfredo Cuzzocrea , Giovanni Pilato , Pablo Garcia Bringas

The integration of dialogue agents into the sales domain requires a deep understanding of how these systems interact with users possessing diverse personas. This study explores the influence of user personas, defined using the Myers-Briggs…

Computation and Language · Computer Science 2025-04-28 Sijia Cheng , Wen-Yu Chang , Yun-Nung Chen

Large language models (LLMs) increasingly act on people's behalf: they write emails, buy groceries, and book restaurants. While the outsourcing of human decision-making to AI can be both efficient and effective, it raises a fundamental…

Human-Computer Interaction · Computer Science 2025-09-04 Sandra C. Matz , C. Blaine Horton , Sofie Goethals

AI agents are increasingly deployed as quasi-autonomous systems for specialized tasks, yet their potential as computational models of decision-making remains underexplored. We develop a generative AI agent to study repetitive policy…

Multiagent Systems · Computer Science 2026-01-09 Goshi Aoki , Navid Ghaffarzadegan

Large-scale language technologies are increasingly used in various forms of communication with humans across different contexts. One particular use case for these technologies is conversational agents, which output natural language text in…

Computers and Society · Computer Science 2022-12-22 Atoosa Kasirzadeh , Iason Gabriel

Large language models, trained on personal data, are increasingly able to mimic individual personalities. These ``AI clones'' or ``AI agents'' have the potential to transform how people search for matches in contexts ranging from marriage…

Theoretical Economics · Economics 2026-01-12 Annie Liang