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Telecommunication networks are increasingly expected to operate autonomously while supporting heterogeneous services with diverse and often conflicting intents -- that is, performance objectives, constraints, and requirements specific to…

机器学习 · 计算机科学 2026-02-03 Burak Demirel , Pablo Soldati , Yu Wang

Agentic AI represents a new paradigm for automating complex systems by using Large AI Models (LAMs) to provide human-level cognitive abilities with multimodal perception, planning, memory, and reasoning capabilities. This will lead to a new…

人工智能 · 计算机科学 2025-11-05 Jorge Pellejero , Luis A. Hernández Gómez , Luis Mendo Tomás , Zoraida Frias Barroso

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

The recent development of Agentic AI systems, empowered by autonomous large language models (LLMs) agents with planning and tool-usage capabilities, enables new possibilities for the evolution of industrial automation and reduces the…

机器学习 · 计算机科学 2026-01-07 Marcos Lima Romero , Ricardo Suyama

In recent years, advances in artificial intelligence (AI), particularly generative AI (GenAI) and large language models (LLMs), have made human-computer interactions more frequent, efficient, and accessible across sectors ranging from…

计算机与社会 · 计算机科学 2025-12-19 Przemek Pospieszny , Dominika P. Brodowicz

The emergence of agentic Artificial Intelligence (AI), which can operate autonomously, demonstrate goal-directed behavior, and adaptively learn, indicates the onset of a massive change in today's computing infrastructure. This study…

新兴技术 · 计算机科学 2025-09-23 Nauman Ali Murad , Safia Baloch

The paper presents a detailed Agentic Artificial Intelligence (AI) model that would enable people with disabilities and neurodivergence to lead healthier lives and have more regular days. The system will use a multi-layer structure; it will…

人工智能 · 计算机科学 2025-12-01 Salman Jan , Toqeer Ali Syed , Gohar Ali , Ali Akarma , Mohammad Riyaz Belgaum , Ahmad Ali

Agentic AI represents a transformative shift in artificial intelligence, but its rapid advancement has led to a fragmented understanding, often conflating modern neural systems with outdated symbolic models -- a practice known as conceptual…

人工智能 · 计算机科学 2025-10-30 Mohamad Abou Ali , Fadi Dornaika

After a very long winter, the Artificial Intelligence (AI) spring is here. Or, so it seems over the last three years. AI has the potential to impact many areas of human life - personal, social, health, education, professional. In this…

人工智能 · 计算机科学 2025-07-01 Arpit Narechania , Alex Endert , Atanu R Sinha

Agentic artificial intelligence (AI) is emerging as a key enabler for autonomous radio access networks (RANs), where multiple large language model (LLM)-based agents reason and collaborate to achieve operator-defined intents. The open RAN…

人工智能 · 计算机科学 2026-02-27 Mohammad Hossein Shokouhi , Vincent W. S. Wong

Agentic Artificial Intelligence (AI) represents a paradigm shift from reactive systems to proactive, autonomous decision making frameworks. Existing AI-based educational systems remain fragmented and lack multi-level integration across…

多智能体系统 · 计算机科学 2026-04-21 Arya Mary K J , Deepthy K Bhaskar , Sinu T S , Binu V P

Foundation models have reshaped AI by unifying fragmented architectures into scalable backbones with multimodal reasoning and contextual adaptation. In parallel, the long-standing notion of AI agents, defined by the sensing-decision-action…

机器学习 · 计算机科学 2025-10-02 Sicong Liu , Weiye Wu , Xiangrui Xu , Teng Li , Bowen Pang , Bin Guo , Zhiwen Yu

Agentic AI increasingly intervenes proactively by inferring users' situations from contextual data yet often fails for lack of principled judgment about when, why, and whether to act. We address this gap by proposing a conceptual model that…

人工智能 · 计算机科学 2026-02-27 Soyoung Jung , Daehoo Yoon , Sung Gyu Koh , Young Hwan Kim , Yehan Ahn , Sung Park

This position paper argues that the image processing community should broaden its focus from purely model-centric development to include agentic system design as an essential complementary paradigm. While deep learning has significantly…

计算机视觉与模式识别 · 计算机科学 2025-05-23 Jinjin Gu

The emergence of large language models has catalyzed two distinct yet interconnected paradigms in artificial intelligence: standalone AI Agents and collaborative Agentic AI ecosystems. This comprehensive study establishes a definitive…

人工智能 · 计算机科学 2025-06-17 Prashik Buddhaghosh Bansod

Artificial Intelligence agents represent the next major revolution in the continuous technological evolution of industrial automation. In this paper, we introduce a new approach for business process design and development that leverages the…

人工智能 · 计算机科学 2025-07-30 Mohammad Azarijafari , Luisa Mich , Michele Missikoff

Testing conversational AI systems at scale across diverse domains necessitates realistic and diverse user interactions capturing a wide array of behavioral patterns. We present a novel multi-agent framework for realistic, explainable human…

人机交互 · 计算机科学 2026-01-23 Hareeshwar Karthikeyan

Recent advances in agentic AI have led to systems capable of autonomous task execution and language-based reasoning, yet their spatial reasoning abilities remain limited and underexplored, largely constrained to symbolic and sequential…

The convergence of Agentic AI and MAS enables a new paradigm for intelligent decision making in SMS. Traditional MAS architectures emphasize distributed coordination and specialized autonomy, while recent advances in agentic AI driven by…

多智能体系统 · 计算机科学 2026-04-09 Mojtaba A. Farahani , Md Irfan Khan , Thorsten Wuest

Space-air-ground integrated networks (SAGIN) promise ubiquitous 6G connectivity but face significant resource management challenges due to heterogeneous infrastructure, dynamic topologies, and stringent quality-of-service (QoS)…

网络与互联网体系结构 · 计算机科学 2026-03-18 Linghao Zhang , Haitao Zhao , Bo Xu , Hongbo Zhu , Xianbin Wang
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