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This technical brief introduces Deep Agent, an advanced autonomous AI system designed to manage complex multi-phase tasks through a novel hierarchical task management architecture. The system's foundation is built on our Hierarchical Task…

人工智能 · 计算机科学 2025-02-12 Amy Yu , Erik Lebedev , Lincoln Everett , Xiaoxin Chen , Terry Chen

Contemporary multi-agent systems encounter persistent challenges in cross-platform interoperability, dynamic task scheduling, and efficient resource sharing. Agents with heterogeneous implementations often lack standardized interfaces;…

人工智能 · 计算机科学 2025-07-08 Yuyang Cheng , Yumiao Xu , Chaojia Yu , Yong Zhao

The next generation of autonomous AI systems will be constrained not only by model capability, but by how intelligence is structured across heterogeneous hardware. Current paradigms -- cloud-centric AI, on-device inference, and edge-cloud…

人工智能 · 计算机科学 2026-04-16 Li Chen

Future sixth-generation (6G) networks are expected to support low-altitude wireless networks (LAWNs), where unmanned aerial vehicles (UAVs) and aerial robots operate in highly dynamic three-dimensional environments under stringent latency,…

系统与控制 · 电气工程与系统科学 2026-01-26 Lingxiao Sun , Zhaoyang Zhang , Zihan Lin , Zirui Chen , Weijie Zhou , Zhaohui Yang , Tony Q. S. Quek

The bottleneck of useful agentic intelligence has shifted from compressing world knowledge into a single model to executing a coordinated system. This position paper argues that personal-agent architecture must move to the edge because the…

机器学习 · 计算机科学 2026-05-19 Chunlin Tian , Dongqi Cai , Wanru Zhao , Nicholas D. Lane

Current blockchain Layer 2 solutions, including Optimism, Arbitrum, zkSync, and their derivatives, optimize for human-initiated financial transactions. Autonomous AI agents instead generate high-frequency, semantically rich service…

多智能体系统 · 计算机科学 2026-04-24 Anbang Ruan , Xing Zhang

Mobile edge computing (MEC)-enabled air-ground networks are a key component of 6G, employing aerial base stations (ABSs) such as unmanned aerial vehicles (UAVs) and high-altitude platform stations (HAPS) to provide dynamic services to…

机器学习 · 计算机科学 2025-03-06 Muhammet Hevesli , Abegaz Mohammed Seid , Aiman Erbad , Mohamed Abdallah

This work presents and experimentally test the framework used by our context-aware, distributed team of small Unmanned Aerial Systems (SUAS) capable of operating in real-time, in an autonomous fashion, and under constrained communications.…

AI agents deployed as persistent assistants must maintain correct beliefs as their information environment evolves. In practice, evidence is scattered across heterogeneous sources that often contradict one another, new information can…

机器学习 · 计算机科学 2026-05-19 Haonian Ji , Kaiwen Xiong , Siwei Han , Peng Xia , Shi Qiu , Yiyang Zhou , Jiaqi Liu , Jinlong Li , Bingzhou Li , Zeyu Zheng , Cihang Xie , Huaxiu Yao

Efficient digital twin (DT) synchronization relies on maintaining high-fidelity virtual representations with minimal age of information (AoI). However, the synergistic potential of cooperative sensing and autonomous mobility of the sensing…

The rapid adoption of mobile graphical user interface (GUI) agents, which autonomously control applications and operating systems (OS), exposes new system-level attack surfaces. Existing backdoors against web GUI agents and general GenAI…

密码学与安全 · 计算机科学 2026-03-25 Yutao Luo , Haotian Zhu , Shuchao Pang , Zhigang Lu , Tian Dong , Yongbin Zhou , Minhui Xue

Inspired by a personal dream about knowledge-sharing barriers in an everyday hardware project, this paper proposes a Jung-inspired "Dream Layer" for LLM companions, reframing controlled offline hallucinations as a resource for learning and…

人工智能 · 计算机科学 2026-01-13 V. Cheung

Sleep is vital for health, yet access to data alone does not guarantee improvement. While wearables and health apps enable tracking, users face a "Data-Action Gap," struggling to interpret metrics and translate them into action. Current…

人机交互 · 计算机科学 2026-04-21 Hansoo Lee , Yoonjae Cho , Sonya S. Kwak , Rafael A. Calvo

As organizations move toward production deployments of AI agents, which execute non-deterministic workflows, maintain stateful sessions, and often operate with privileged access to internal services, the engineering challenge shifts from…

人工智能 · 计算机科学 2026-05-28 Nikita Benkovich , Vitalii Valkov

Mobile GUI agents exhibit substantial potential to facilitate and automate the execution of user tasks on mobile phones. However, exist mobile GUI agents predominantly privilege autonomous operation and neglect the necessity of active user…

人工智能 · 计算机科学 2025-10-10 Haitao Jia , Ming He , Zimo Yin , Likang Wu , Jianping Fan , Jitao Sang

Low-Altitude Wireless Networks (LAWNs), composed of Unmanned Aerial Vehicles (UAVs) and mobile terminals, are emerging as a critical extension of 6G. However, applying Large Language Models in LAWNs faces three major challenges: 1)…

信息论 · 计算机科学 2026-03-25 Li Dong , Feibo Jiang , Kezhi Wang , Cunhua Pan , Dong In Kim , Ekram Hossain

As Large Language Models (LLMs) evolve into persistent scientific collaborators, context window saturation has emerged as a critical bottleneck. Scientific workflows involving iterative data analysis and hypothesis refinement rapidly…

人工智能 · 计算机科学 2026-05-19 Nikola Milosevic

AI agents that autonomously interact with external tools and environments have shown great promise across real-world applications. However, their reliance on external data exposes them to serious indirect prompt injection attacks, where…

密码学与安全 · 计算机科学 2026-05-08 Hao Li , Ruoyao Wen , Shanghao Shi , Ning Zhang , Yevgeniy Vorobeychik , Chaowei Xiao

In this paper, we propose an Agentic Artificial Intelligence (AI) framework for wireless networks. The framework coordinates a pool of AI agents guided by Natural Language (NL) inputs from a human operator. At its core, the super agent is…

网络与互联网体系结构 · 计算机科学 2026-04-07 Md Arafat Habib , Medhat Elsayed , Majid Bavand , Pedro Enrique Iturria Rivera , Yigit Ozcan , Melike Erol-Kantarci

Recent advances in Multimodal Large Language Models (MLLMs) have enabled the development of mobile agents that can understand visual inputs and follow user instructions, unlocking new possibilities for automating complex tasks on mobile…

机器人学 · 计算机科学 2025-07-24 Ning Li , Xiangmou Qu , Jiamu Zhou , Jun Wang , Muning Wen , Kounianhua Du , Xingyu Lou , Qiuying Peng , Jun Wang , Weinan Zhang
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