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The development of LLMs has elevated AI agents from task-specific tools to long-lived, decision-making entities. Yet, most architectures remain static and reactive, tethered to manually defined, narrow scenarios. These systems excel at…

Artificial Intelligence · Computer Science 2025-12-23 Mingyang Sun , Feng Hong , Weinan Zhang

Embodied Artificial Intelligence (AI) is an intelligent system formed by agents and their environment through active perception, embodied cognition, and action interaction. Existing embodied AI remains confined to human-crafted setting, in…

Emerging Technologies · Computer Science 2026-02-05 Tongtong Feng , Xin Wang , Wenwu Zhu

Embodied agents are expected to operate persistently in dynamic physical environments, continuously acquiring new capabilities over time. Existing approaches to improving agent performance often rely on modifying the agent itself -- through…

Robotics · Computer Science 2026-05-22 Xue Qin , Simin Luan , John See , Cong Yang , Zhijun Li

As general intelligent agents are poised for widespread deployment in diverse households, evaluation tailored to each unique unseen 3D environment has become a critical prerequisite. However, existing benchmarks suffer from severe data…

Artificial Intelligence · Computer Science 2026-02-06 Xinyi He , Ying Yang , Chuanjian Fu , Sihan Guo , Songchun Zhu , Lifeng Fan , Zhenliang Zhang , Yujia Peng

This paper introduces the concept of coexistence for embodied artificial agents and argues that it is a prerequisite for long-term, in-the-wild interaction with humans. Contemporary embodied artificial agents excel in static, predefined…

Machine Learning · Computer Science 2025-06-03 Hannah Kuehn , Joseph La Delfa , Miguel Vasco , Danica Kragic , Iolanda Leite

Artificial agents are increasingly central to complex interactions and decision-making tasks, yet aligning their behaviors with desired human values remains an open challenge. In this work, we investigate how human-like personality traits…

Computation and Language · Computer Science 2025-06-03 Seungwon Lim , Seungbeen Lee , Dongjun Min , Youngjae Yu

Evaluating persona-aligned empathy in LLM-based dialogue agents remains challenging. User states are latent, feedback is sparse and difficult to verify in situ, and seemingly supportive turns can still accumulate into trajectories that…

Artificial Intelligence · Computer Science 2026-03-17 Shiya Zhang , Yuhan Zhan , Ruixi Su , Ruihan Sun , Ziyi Song , Zhaohan Chen , Xiaofan Zhang

Effective integration of AI agents into daily life requires them to understand and adapt to individual human preferences, particularly in collaborative roles. Although recent studies on embodied intelligence have advanced significantly,…

Artificial Intelligence · Computer Science 2025-09-15 Manjie Xu , Xinyi Yang , Wei Liang , Chi Zhang , Yixin Zhu

Human-like Agents with diverse and dynamic personalities could serve as an essential design probe in the process of user-centered design, thereby enabling designers to enhance the user experience of interactive applications. In this…

Human-Computer Interaction · Computer Science 2024-06-18 Jiale Li , Jiayang Li , Jiahao Chen , Yifan Li , Shijie Wang , Hugo Zhou , Minjun Ye , Yunsheng Su

Most of the grand challenges of humanity today involve complex agent-based systems, such as epidemiology, economics or ecology. However, remains as a pending task the challenge of identifying the general principles underlying their…

General Finance · Quantitative Finance 2020-10-19 Martin Jaraiz

Open-ended self-improving agents can autonomously modify their own structural designs to advance their capabilities and overcome the limits of pre-defined architectures, thus reducing reliance on human intervention. We introduce…

Artificial Intelligence · Computer Science 2026-02-05 Zhaotian Weng , Antonis Antoniades , Deepak Nathani , Zhen Zhang , Xiao Pu , Xin Eric Wang

The last few years have witnessed substantial progress in the field of embodied AI where artificial agents, mirroring biological counterparts, are now able to learn from interaction to accomplish complex tasks. Despite this success,…

Computer Vision and Pattern Recognition · Computer Science 2022-01-04 Sarah Pratt , Luca Weihs , Ali Farhadi

Multi-Agent Systems have recently emerged as a promising paradigm for collaborative reasoning and solving complex tasks. However, the design of collaborative learning algorithms in multi-agent systems faces several challenges, including…

Multiagent Systems · Computer Science 2025-08-27 Yingfan Deng , Anhao Zhou , Yuan Yuan , Xiao Zhang , Yifei Zou , Dongxiao Yu

Equipping embodied agents with commonsense is important for robots to successfully complete complex human instructions in general environments. Recent large language models (LLM) can embed rich semantic knowledge for agents in plan…

Computer Vision and Pattern Recognition · Computer Science 2023-07-07 Zhenyu Wu , Ziwei Wang , Xiuwei Xu , Jiwen Lu , Haibin Yan

Deploying agentic AI in regulated contexts requires principled reasoning about two design dimensions: agency (what the system can do) and autonomy (how much it acts without human involvement). Though often treated independently, they are…

Artificial Intelligence · Computer Science 2026-05-13 Damir Safin , Dian Balta

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 AI agent frameworks commit early to a single interaction protocol, a fixed tool integration strategy, and static user models, limiting their deployment across diverse interaction paradigms. To address these constraints, we introduce…

Artificial Intelligence · Computer Science 2026-03-25 Alfred Shen , Aaron Shen

We introduce Ella, an embodied social agent capable of lifelong learning within a community in a 3D open world, where agents accumulate experiences and acquire knowledge through everyday visual observations and social interactions. At the…

Computer Vision and Pattern Recognition · Computer Science 2025-07-01 Hongxin Zhang , Zheyuan Zhang , Zeyuan Wang , Zunzhe Zhang , Lixing Fang , Qinhong Zhou , Chuang Gan

The reasoning capabilities of embodied agents introduce a critical, under-explored inferential privacy challenge, where the risk of an agent generate sensitive conclusions from ambient data. This capability creates a fundamental tension…

Human-Computer Interaction · Computer Science 2025-09-24 Shuning Zhang , Hong Jia , Simin Li , Ting Dang , Yongquan `Owen' Hu , Xin Yi , Hewu Li

As robotic agents increasingly assist humans in reality, quadruped robots offer unique opportunities for interaction in complex scenarios due to their agile movement. However, building agents that can autonomously navigate, adapt, and…

Robotics · Computer Science 2024-12-04 Yuting Mei , Ye Wang , Sipeng Zheng , Qin Jin
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