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相关论文: Against the Monolithic Wireless World Model: Why N…

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World models are emerging as a transformative paradigm in artificial intelligence, enabling agents to construct internal representations of their environments for predictive reasoning, planning, and decision-making. By learning latent…

人工智能 · 计算机科学 2025-06-03 Changyuan Zhao , Ruichen Zhang , Jiacheng Wang , Gaosheng Zhao , Dusit Niyato , Geng Sun , Shiwen Mao , Dong In Kim

While initial applications of artificial intelligence (AI) in wireless communications over the past decade have demonstrated considerable potential using specialized models for targeted communication tasks, the revolutionary demands of…

信息论 · 计算机科学 2026-03-26 Jian Xiao , Ji Wang , Kunrui Cao , Xingwang Li , Zhao Chen , Chau Yuen

Artificial Intelligence is moving from models that only generate text to Agentic AI, where systems behave as autonomous entities that can perceive, reason, plan, and act. Large Language Models (LLMs) are no longer used only as passive…

人工智能 · 计算机科学 2026-01-21 Arunkumar V , Gangadharan G. R. , Rajkumar Buyya

This article explores the convergence of connectionist and symbolic artificial intelligence (AI), from historical debates to contemporary advancements. Traditionally considered distinct paradigms, connectionist AI focuses on neural…

人工智能 · 计算机科学 2024-10-15 Haoyi Xiong , Zhiyuan Wang , Xuhong Li , Jiang Bian , Zeke Xie , Shahid Mumtaz , Anwer Al-Dulaimi , Laura E. Barnes

Machine Learning (ML) and Artificial Intelligence(AI) have become alternative approaches in wireless networksbeside conventional approaches such as model based solutionconcepts. Whereas traditional design concepts include the mod-elling of…

信号处理 · 电气工程与系统科学 2019-08-27 Raja Sattiraju , Andreas Weinand , Hans D. Schotten

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

With the deployment of 5G networks, standards organizations have started working on the design phase for sixth-generation (6G) networks. 6G networks will be immensely complex, requiring more deployment time, cost and management efforts. On…

信号处理 · 电气工程与系统科学 2022-04-05 Muhammad K. Shehzad , Luca Rose , M. Majid Butt , Istvan Z. Kovacs , Mohamad Assaad , Mohsen Guizani

Lots of hopes have been placed on Machine Learning (ML) as a key enabler of future wireless networks. By taking advantage of large volumes of data, ML is expected to deal with the ever-increasing complexity of networking problems.…

网络与互联网体系结构 · 计算机科学 2020-02-18 Francesc Wilhelmi , Sergio Barrachina-Muñoz , Boris Bellalta , Cristina Cano , Anders Jonsson , Vishnu Ram

The evolution of next-Generation (xG) wireless networks marks a paradigm shift from connectivity-centric architectures to Artificial Intelligence (AI)-native designs that tightly integrate data, computing, and communication. Yet existing AI…

多智能体系统 · 计算机科学 2026-02-03 Xiaoxue Yu , Rongpeng Li , Zhifeng Zhao , Honggang Zhang

Large artificial intelligence models (LAMs) possess human-like abilities to solve a wide range of real-world problems, exemplifying the potential of experts in various domains and modalities. By leveraging the communication and computation…

网络与互联网体系结构 · 计算机科学 2025-05-02 Zixin Wang , Yuanming Shi , Yong Zhou , Jingyang Zhu , Khaled. B. Letaief

The emergence of sixth-generation networks heralds an intelligent communication ecosystem driven by the rapid proliferation of intelligent services and increasingly complex communication scenarios. However, current physical-layer…

人机交互 · 计算机科学 2026-04-06 Zhaoyang Li , Shangzhuo Xie , Qianqian Yang

Foundation models have rapidly advanced AI, raising the question of whether their decisions will ultimately surpass human strategies in real-world domains. The exponential, and possibly super-exponential, pace of AI development makes such…

机器学习 · 计算机科学 2025-12-02 Moein E. Samadi , Andreas Schuppert

The sixth-generation (6G) of wireless networks introduces a level of operational complexity that exceeds the limits of traditional automation and manual oversight. This paper introduces the "Wireless Copilot", an AI-powered technical…

网络与互联网体系结构 · 计算机科学 2026-01-01 Haoxiang Luo , Ruichen Zhang , Yinqiu Liu , Gang Sun , Hongfang Yu , Dusit Niyato , Dong In Kim

Large Language Models (LLMs) have demonstrated impressive real-world utility, exemplifying artificial useful intelligence (AUI). However, their ability to reason adaptively and robustly -- the hallmarks of artificial general intelligence…

机器学习 · 计算机科学 2025-08-27 Seungwook Han , Jyothish Pari , Samuel J. Gershman , Pulkit Agrawal

One goal of AI (and AGI) is to identify and understand specific mechanisms and representations sufficient for general intelligence. Often, this work manifests in research focused on architectures and many cognitive architectures have been…

人工智能 · 计算机科学 2025-06-17 Robert E. Wray , James R. Kirk , John E. Laird

Developments in the field of Artificial Intelligence (AI), and particularly large language models (LLMs), have created a 'perfect storm' for observing 'sparks' of Artificial General Intelligence (AGI) that are spurious. Like simpler models,…

人工智能 · 计算机科学 2024-06-03 Patrick Altmeyer , Andrew M. Demetriou , Antony Bartlett , Cynthia C. S. Liem

Recent advances in Wireless Physical Layer Foundation Models (WPFMs) promise a new paradigm of universal Radio Frequency (RF) representations. However, these models inherit critical limitations found in deep learning such as the lack of…

信号处理 · 电气工程与系统科学 2025-11-21 Jaron Fontaine , Mohammad Cheraghinia , John Strassner , Adnan Shahid , Eli De Poorter

The rapid advancement in generative pre-training models is propelling a paradigm shift in technological progression from basic applications such as chatbots towards more sophisticated agent-based systems. It is with huge potential and…

网络与互联网体系结构 · 计算机科学 2024-10-08 Zhuoran Xiao , Chenhui Ye , Yunbo Hu , Honggang Yuan , Yihang Huang , Yijia Feng , Liyu Cai , Jiang Chang

Artificial intelligence (AI) plays an important role in the dynamic landscape of wireless communications, solving challenges unattainable by traditional approaches. This paper discusses the evolution of wireless AI, emphasizing the…

网络与互联网体系结构 · 计算机科学 2025-11-21 Jaron Fontaine , Adnan Shahid , Eli De Poorter

Current Large Language Models (LLMs) exhibit a critical modal disconnect: they possess vast semantic knowledge but lack the procedural grounding to respect the immutable laws of the physical world. Consequently, while these agents…

计算与语言 · 计算机科学 2026-01-21 Baochang Ren , Yunzhi Yao , Rui Sun , Shuofei Qiao , Ningyu Zhang , Huajun Chen