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Agentic AI will be an essential enabling technology for designing future mobile communication systems, which could provide flexible and customized services, automate complex network operations, and drive autonomous decision-making across…

网络与互联网体系结构 · 计算机科学 2026-05-05 Purna Sai Garigipati , Onur Ayan , Kishor Chandra Joshi , Xueli An

Recent advancements in Large Language Models (LLMs) have shown significant progress in understanding complex natural language. One important application of LLM is LLM-based AI Agent, which leverages the ability of LLM as well as external…

计算与语言 · 计算机科学 2024-07-19 Zelong Li , Shuyuan Xu , Kai Mei , Wenyue Hua , Balaji Rama , Om Raheja , Hao Wang , He Zhu , Yongfeng Zhang

Access to mental health support remains limited, particularly in marginalized communities where structural and cultural barriers hinder timely care. This paper explores the potential of AI-enabled chatbots as a scalable solution, focusing…

计算机与社会 · 计算机科学 2024-10-07 Rawan AlMakinah , Andrea Norcini-Pala , Lindsey Disney , M. Abdullah Canbaz

Existing agents based on large language models (LLMs) demonstrate robust problem-solving capabilities by integrating LLMs' inherent knowledge, strong in-context learning and zero-shot capabilities, and the use of tools combined with…

人工智能 · 计算机科学 2024-07-17 Yulong Wang , Tianhao Shen , Lifeng Liu , Jian Xie

Data preparation, which aims to transform heterogeneous and noisy raw tables into analysis-ready data, remains a major bottleneck in data science. Recent approaches leverage large language models (LLMs) to automate data preparation from…

数据库 · 计算机科学 2026-02-10 Meihao Fan , Ju Fan , Yuxin Zhang , Shaolei Zhang , Xiaoyong Du , Jie Song , Peng Li , Fuxin Jiang , Tieying Zhang , Jianjun Chen

The booming success of LLMs initiates rapid development in LLM agents. Though the foundation of an LLM agent is the generative model, it is critical to devise the optimal reasoning strategies and agent architectures. Accordingly, LLM agent…

Personalized decision-making is essential for human-AI interaction, enabling AI agents to act in alignment with individual users' value preferences. As AI systems expand into real-world applications, adapting to personalized values beyond…

人工智能 · 计算机科学 2025-12-17 Yitong Luo , Ziang Chen , Hou Hei Lam , Jiayu zhan , Junqi Wang , Zhenliang Zhang , Xue Feng

As the advent of artificial general intelligence (AGI) progresses at a breathtaking pace, the application of large language models (LLMs) as AI Agents in robotics remains in its nascent stage. A significant concern that hampers the seamless…

机器人学 · 计算机科学 2024-05-01 Shimian Zhang , Qiuhong Lu

The generation of truly novel and diverse ideas is important for contemporary engineering design, yet it remains a significant cognitive challenge for novice designers. Current 'single-spurt' AI systems exacerbate this challenge by…

人工智能 · 计算机科学 2026-01-05 Sankar B , Srinidhi Ranjini Girish , Aadya Bharti , Dibakar Sen

We present a novel, open-source social network simulation framework, MOSAIC, where generative language agents predict user behaviors such as liking, sharing, and flagging content. This simulation combines LLM agents with a directed social…

计算与语言 · 计算机科学 2025-10-28 Genglin Liu , Vivian Le , Salman Rahman , Elisa Kreiss , Marzyeh Ghassemi , Saadia Gabriel

We present the first language-model-driven agentic artificial intelligence (AI) system to autonomously execute multi-stage physics experiments on a production synchrotron light source. Implemented at the Advanced Light Source particle…

加速器物理 · 物理学 2026-04-28 Thorsten Hellert , Drew Bertwistle , Simon C. Leemann , Antonin Sulc , Marco Venturini

Traffic simulation is important for transportation optimization and policy making. While existing simulators such as SUMO and MATSim offer fully-featured platforms and utilities, users without too much knowledge about these platforms often…

人工智能 · 计算机科学 2025-12-25 Yuwei Du , Jun Zhang , Jie Feng , Zhicheng Liu , Jian Yuan , Yong Li

AI agents using Large Language Models (LLMs) as foundations have shown promise in solving complex real-world tasks. In this paper, we propose an LLM-based agentic workflow for automating Standard Operating Procedures (SOP). For customer…

人机交互 · 计算机科学 2025-03-21 Mandar Kulkarni

The integration of experimental technologies with large language models (LLMs) is transforming scientific research. It positions AI as a versatile research assistant rather than a mere problem-solving tool. In the field of power systems,…

计算与语言 · 计算机科学 2025-05-20 Mengshuo Jia , Zeyu Cui , Gabriela Hug

AI tasks encompass a wide range of domains and fields. While numerous AI models have been designed for specific tasks and applications, they often require considerable human efforts in finding the right model architecture, optimization…

计算与语言 · 计算机科学 2023-05-05 Shujian Zhang , Chengyue Gong , Lemeng Wu , Xingchao Liu , Mingyuan Zhou

Foundation models, including large language models (LLMs) and vision-language models (VLMs), have recently enabled novel approaches to robot autonomy and human-robot interfaces. In parallel, vision-language-action models (VLAs) or large…

The rapid shift from stateless large language models (LLMs) to autonomous, goal-driven agents raises a central question: When is agentic AI truly necessary? While agents enable multi-step reasoning, persistent memory, and tool…

人工智能 · 计算机科学 2025-12-03 Shubhi Asthana , Bing Zhang , Chad DeLuca , Ruchi Mahindru , Hima Patel

Interactive Imitation Learning (IIL) allows agents to acquire desired behaviors through human interventions, but current methods impose high cognitive demands on human supervisors. We propose the Adaptive Intervention Mechanism (AIM), a…

人工智能 · 计算机科学 2025-06-12 Haoyuan Cai , Zhenghao Peng , Bolei Zhou

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…

人机交互 · 计算机科学 2026-03-04 Johannes Kirmayr , Raphael Wennmacher , Khanh Huynh , Lukas Stappen , Elisabeth André , Florian Alt

We introduce ComfyUI-Copilot, a large language model-powered plugin designed to enhance the usability and efficiency of ComfyUI, an open-source platform for AI-driven art creation. Despite its flexibility and user-friendly interface,…

计算与语言 · 计算机科学 2025-06-06 Zhenran Xu , Xue Yang , Yiyu Wang , Qingli Hu , Zijiao Wu , Longyue Wang , Weihua Luo , Kaifu Zhang , Baotian Hu , Min Zhang