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Aerial Object Goal Navigation, a challenging frontier in Embodied AI, requires an Unmanned Aerial Vehicle (UAV) agent to autonomously explore, reason, and identify a specific target using only visual perception and language description.…

机器人学 · 计算机科学 2026-02-03 Daoxuan Zhang , Ping Chen , Xiaobo Xia , Xiu Su , Ruichen Zhen , Jianqiang Xiao , Shuo Yang

Agentic AI systems introduce a security surface that is qualitatively different from that of stateless LLMs. They persist memory, invoke external tools, coordinate with peer agents, and operate across sessions, allowing attacks to emerge…

密码学与安全 · 计算机科学 2026-05-07 Kexin Chu

Traditional standardized network interfaces face significant limitations, including vendor-specific incompatibilities, rigid design assumptions, and lack of adaptability for new functionalities. We propose a multi-agent framework leveraging…

网络与互联网体系结构 · 计算机科学 2025-08-22 Abhishek Dandekar , Prashiddha D. Thapa , Ashrafur Rahman , Julius Schulz-Zander

Language-model agent systems commonly rely on reactive prompting, in which a single instruction guides the model through an open-ended sequence of reasoning and tool-use steps, leaving control flow and intermediate state implicit and making…

计算与语言 · 计算机科学 2026-04-16 Pengcheng Wang , Jerry Huang , Jiarui Yao , Rui Pan , Peizhi Niu , Yaowenqi Liu , Ruida Wang , Renhao Lu , Yuwei Guo , Tong Zhang

The rapid advancement of Generative AI has catalyzed the emergence of autonomous AI agents, presenting unprecedented challenges for enterprise computing infrastructures. Current enterprise API architectures are predominantly designed for…

软件工程 · 计算机科学 2025-02-26 Vaibhav Tupe , Shrinath Thube

Large Language Model (LLM)-based autonomous agents are expected to play a vital role in the evolution of 6G networks, by empowering real-time decision-making related to management and service provisioning to end-users. This shift…

人工智能 · 计算机科学 2025-09-04 Ilias Chatzistefanidis , Navid Nikaein

Building XR-AI research prototypes requires navigating two largely separate ecosystems. Mainstream XR development relies on C#/C++ and game engines, while AI development is centered on Python. This toolchain fragmentation slows down…

人机交互 · 计算机科学 2026-05-22 Arthur Caetano , Radha Kumaran , Kelvin Jou , Tobias Höllerer , Misha Sra

Future 6G radio access networks (RANs) will be artificial intelligence (AI)-native: observed, reasoned about, and re-configured by autonomous agents cooperating across the cloud-edge continuum. We introduce MX-AI, the first end-to-end…

网络与互联网体系结构 · 计算机科学 2025-08-14 Ilias Chatzistefanidis , Andrea Leone , Ali Yaghoubian , Mikel Irazabal , Sehad Nassim , Lina Bariah , Merouane Debbah , Navid Nikaein

The Model Context Protocol (MCP) has become a widely adopted interface for LLM agents to invoke external tools, yet learned monitoring of MCP tool-call traffic remains underexplored. In this article, the proposed detector is presented as an…

密码学与安全 · 计算机科学 2026-05-25 Sultan Zavrak

In this paper, we propose a novel cloud-native architecture for collaborative agentic network slicing. Our approach addresses the challenge of managing shared infrastructure, particularly CPU resources, across multiple network slices with…

网络与互联网体系结构 · 计算机科学 2025-02-18 Juan Sebastián Camargo , Farhad Rezazadeh , Hatim Chergui , Shuaib Siddiqui , Lingjia Liu

The emergence of Agentic AI systems has outpaced the architectural thinking required to operate them effectively. These agents differ fundamentally from traditional software: their behavior is not fixed at deployment but continuously shaped…

软件工程 · 计算机科学 2026-01-13 Shaunak Biswas , Hiya Bhatt , Karthik Vaidhyanathan

Large Language Model (LLM)-based agents increasingly interact, collaborate, and delegate tasks to one another autonomously with minimal human interaction. Industry guidelines for agentic system governance emphasize the need for users to…

密码学与安全 · 计算机科学 2025-09-01 Georgios Syros , Anshuman Suri , Jacob Ginesin , Cristina Nita-Rotaru , Alina Oprea

The deployment of AI agents within legacy Radio Access Network (RAN) infrastructure poses significant safety and reliability challenges for future 6G networks. This paper presents a novel Edge AI framework for autonomous network…

信号处理 · 电气工程与系统科学 2025-08-28 Abdelaziz Salama , Zeinab Nezami , Mohammed M. H. Qazzaz , Maryam Hafeez , Syed Ali Raza Zaidi

Our computing ecosystem is being transformed by two emerging paradigms: the increased deployment of agentic AI systems and advancements in quantum computing. With respect to agentic AI systems, one of the most critical problems is creating…

机器学习 · 计算机科学 2026-05-19 Sepideh Avizheh , Tushin Mallick , Alina Oprea , Cristina Nita-Rotaru , Reihaneh Safavi-Naini

AI agents -- systems that combine foundation models with reasoning, planning, memory, and tool use -- are rapidly becoming a practical interface between natural-language intent and real-world computation. This survey synthesizes the…

人工智能 · 计算机科学 2026-01-06 Bin Xu

Autonomous Artificial Intelligence (AI) agents, powered by Large Language Models (LLMs), advance rapidly toward interconnected systems -- an Internet of Agents (IoA). This vision enables complex problem-solving while introducing systemic…

多智能体系统 · 计算机科学 2026-04-28 Juan A. Wibowo , George C. Polyzos

Current AI agent architectures suffer from ephemeral memory limitations, preventing effective collaboration and knowledge sharing across sessions and agent boundaries. We introduce SAMEP (Secure Agent Memory Exchange Protocol), a novel…

人工智能 · 计算机科学 2025-07-16 Hari Masoor

The current evolution of artificial intelligence introduces a paradigm shift toward agentic AI built upon multi-agent systems (MAS). Agent communications serve as a key to effective agent interactions in MAS and thus have a significant…

网络与互联网体系结构 · 计算机科学 2025-08-25 Qiang Duan , Zhihui Lu

Large language models deployed for MAPDL finite-element simulation face practical reliability challenges: without structured execution control, tool encapsulation, and fault recovery, outputs may be inconsistent and task failures are…

人工智能 · 计算机科学 2026-05-18 Chenying Lin , Yichen Hai , Yi He , Ran Wang , Haiyan Qiang , Liang Yu

Sixth-generation (6G) networks are increasingly envisioned as AI-native infrastructures integrating communication, sensing, and computing into a unified fabric. However, existing approaches remain largely optimization-centric, relying on…

网络与互联网体系结构 · 计算机科学 2026-05-05 Mohamed Amine Ferrag , Abderrahmane Lakas , Merouane Debbah