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We explore the potential for productive team-based collaboration between humans and Artificial Intelligence (AI) by presenting and conducting initial tests with a general framework that enables multiple human and AI agents to work together…

人机交互 · 计算机科学 2024-12-04 Benjamin Klieger , Charis Charitsis , Miroslav Suzara , Sierra Wang , Nick Haber , John C. Mitchell

AI agents are emerging as a dominant workload in a wide range of applications, promising to be the vehicle that delivers the promised benefits of AI to enterprises and consumers. Unlike conventional software or static inference, agentic…

机器学习 · 计算机科学 2025-07-29 Zain Asgar , Michelle Nguyen , Sachin Katti

Health informatics research is characterized by diverse data modalities, rapid knowledge expansion, and the need to integrate insights across biomedical science, data analytics, and clinical practice. These characteristics make it…

人工智能 · 计算机科学 2025-09-24 Yuxiao Cheng , Jinli Suo

We envision the Full-Body AI Agent as a comprehensive AI system designed to simulate, analyze, and optimize the dynamic processes of the human body across multiple biological levels. By integrating computational models, machine learning…

组织与器官 · 定量生物学 2025-08-28 Aoqi Wang , Jiajia Liu , Jianguo Wen , Yangyang Luo , Zhiwei Fan , Liren Yang , Xi Hu , Ruihan Luo , Yankai Yu , Sophia Li , Weiling Zhao , Xiaobo Zhou

Generative artificial intelligence (AI) is rapidly transforming medical imaging by enabling capabilities such as data synthesis, image enhancement, modality translation, and spatiotemporal modeling. This review presents a comprehensive and…

图像与视频处理 · 电气工程与系统科学 2025-08-14 Xuanru Zhou , Cheng Li , Shuqiang Wang , Ye Li , Tao Tan , Hairong Zheng , Shanshan Wang

Artificial intelligence (AI) agents are emerging as transformative tools in drug discovery, with the ability to autonomously reason, act, and learn through complicated research workflows. Building on large language models (LLMs) coupled…

Contemporary machine learning paradigm excels in statistical data analysis, solving problems that classical AI couldn't. However, it faces key limitations, such as a lack of integration with planning, incomprehensible internal structure,…

人工智能 · 计算机科学 2025-01-29 Zeki Doruk Erden , Boi Faltings

Recent advances in large vision-language models (VLMs) have demonstrated generalizable open-vocabulary perception and reasoning, yet their real-robot manipulation capability remains unclear for long-horizon, closed-loop execution in…

The visual analytics community has long aimed to understand users better and assist them in their analytic endeavors. As a result, numerous conceptual models of visual analytics aim to formalize common workflows, techniques, and goals…

人机交互 · 计算机科学 2023-04-20 Shayan Monadjemi , Mengtian Guo , David Gotz , Roman Garnett , Alvitta Ottley

Diagnosing a whole-slide image is an interactive, multi-stage process of changing magnification and moving between fields. Although recent pathology foundation models demonstrated superior performances, practical agentic systems that decide…

计算机视觉与模式识别 · 计算机科学 2025-10-15 Sheng Wang , Ruiming Wu , Charles Herndon , Yihang Liu , Shunsuke Koga , Jeanne Shen , Zhi Huang

Advancements in Large Language Models (LLMs) are revolutionizing the development of autonomous agentic systems by enabling dynamic, context-aware task decomposition and automated tool selection. These sophisticated systems possess…

人工智能 · 计算机科学 2024-10-31 Adrian Garret Gabriel , Alaa Alameer Ahmad , Shankar Kumar Jeyakumar

Developing AI models that are useful in clinical practice, requires efficient collaboration between clinicians and AI developers. This poses a practical challenge: clinicians must repeatedly communicate and refine their requirements with AI…

计算机视觉与模式识别 · 计算机科学 2026-05-28 Zihao Zhao , Frederik Hauke , Juliana De Castilhos , Mathis Bode , Jakob Nikolas Kather , Sven Nebelung , Daniel Truhn

Existing unstructured data analytics systems rely on experts to write code and manage complex analysis workflows, making them both expensive and time-consuming. To address these challenges, we introduce AgenticData, an innovative agentic…

数据库 · 计算机科学 2025-08-08 Ji Sun , Guoliang Li , Peiyao Zhou , Yihui Ma , Jingzhe Xu , Yuan Li

Currently, artificial intelligence is profoundly transforming the audio domain; however, numerous advanced algorithms and tools remain fragmented, lacking a unified and efficient framework to unlock their full potential. Existing audio…

声音 · 计算机科学 2026-01-01 Cheng Zhu , Jing Han , Qianshuai Xue , Kehan Wang , Huan Zhao , Zixing Zhang

Explainable Artificial Intelligence (AI) in the form of an interpretable and semiautomatic approach to stage grading ocular pathologies such as Diabetic retinopathy, Hypertensive retinopathy, and other retinopathies on the backdrop of major…

图像与视频处理 · 电气工程与系统科学 2022-12-15 Ayushi Raj Bhatt , Rajkumar Vaghashiya , Meghna Kulkarni , Dr Prakash Kamaraj

Embodied artificial intelligence (Embodied AI) plays a pivotal role in the application of advanced technologies in the intelligent era, where AI systems are integrated with physical bodies that enable them to perceive, reason, and interact…

人工智能 · 计算机科学 2025-06-24 Zhaohan Feng , Ruiqi Xue , Lei Yuan , Yang Yu , Ning Ding , Meiqin Liu , Bingzhao Gao , Jian Sun , Xinhu Zheng , Gang Wang

The rapid proliferation of scientific knowledge presents a grand challenge: transforming this vast repository of information into an active engine for discovery, especially in high-stakes domains like healthcare. Current AI agents, however,…

人工智能 · 计算机科学 2025-10-14 Yinghao Zhu , Yifan Qi , Zixiang Wang , Lei Gu , Dehao Sui , Haoran Hu , Xichen Zhang , Ziyi He , Junjun He , Liantao Ma , Lequan Yu

Significant digitalization of financial services in a short period of time has led to an urgent demand to have autonomous, transparent and real-time credit risk decision making systems. The traditional machine learning models are effective…

人工智能 · 计算机科学 2026-01-06 Chandra Sekhar Kubam

The medical field is one of the important fields in the application of artificial intelligence technology. With the explosive growth and diversification of medical data, as well as the continuous improvement of medical needs and challenges,…

人工智能 · 计算机科学 2024-03-27 Jingyu Xu , Binbin Wu , Jiaxin Huang , Yulu Gong , Yifan Zhang , Bo Liu