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The evolution of 6G networking toward agentic AI networking (AgentNet) systems requires a shift from traditional data pipelines to task-aware, agentic AI-native communication solutions. Emergent communication, a novel communication paradigm…

Artificial Intelligence · Computer Science 2026-05-12 Yong Xiao , Jingxuan Chai , Guangming Shi , Ping Zhang

Prior to the era of artificial intelligence and big data, wireless communications primarily followed a conventional research route involving problem analysis, model building and calibration, algorithm design and tuning, and holistic and…

Signal Processing · Electrical Eng. & Systems 2024-11-27 Shixiong Wang , Geoffrey Ye Li

A new Input-Output model, called the Multi-Entity Input-Output (MEIO) model, is introduced to estimate the responsibility of entities of an ecosystem on the footprint of each other. It assumed that the ecosystem is comprised of end users,…

General Finance · Quantitative Finance 2014-04-29 Reza Farrahi Moghaddam , Fereydoun Farrahi Moghaddam , Mohamed Cheriet

Successful machine learning involves a complete pipeline of data, model, and downstream applications. Instead of treating them separately, there has been a prominent increase of attention within the constrained optimization (CO) and machine…

Machine Learning · Computer Science 2023-12-27 Wangkun Xu , Jianhong Wang , Fei Teng

Aided by the ubiquitous wireless connectivity, declining communication costs, and the emergence of cloud platforms, the deployment of Internet of Things (IoT) devices and services is accelerating. Most major mobile network operators view…

Information Theory · Computer Science 2015-04-14 Harpreet S. Dhillon , Howard Huang , Harish Viswanathan

A Data Ecosystem offers a keystone-player or alliance-driven infrastructure that enables the interaction of different stakeholders and the resolution of interoperability issues among shared data. However, despite years of research in data…

This paper describes the E2E data, a new dataset for training end-to-end, data-driven natural language generation systems in the restaurant domain, which is ten times bigger than existing, frequently used datasets in this area. The E2E…

Computation and Language · Computer Science 2017-09-18 Jekaterina Novikova , Ondřej Dušek , Verena Rieser

The last seventy years have witnessed the transition of communication from Shannon's theoretical concept to current high-efficient practical systems. Classical communication systems address the capability-deficiency issue mainly by…

Information Theory · Computer Science 2022-03-31 Kai Niu , Jincheng Dai , Shengshi Yao , Sixian Wang , Zhongwei Si , Xiaoqi Qin , Ping Zhang

The pursuit of high-performance data transfer often focuses on raw network bandwidth. International links of 100 Gbps or higher are frequently considered the primary enabler. While necessary, this network-centric view is incomplete. It…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-27 Chin Fang , Timothy Stitt , Michael J. McManus , Toshio Moriya

Despite the prevalence of wireless connectivity in urban areas around the globe, there remain numerous and diverse situations where connectivity is insufficient or unavailable. To address this, we introduce mobile wireless infrastructure on…

Enabling coordination between products from different vendors is a key characteristic of the design philosophy behind future wireless communication networks. As an example, different devices may have different implementations, leading to…

Networking and Internet Architecture · Computer Science 2015-02-05 Piotr Wiecek , Majed Haddad , Oussama Habachi , Yezekael Hayel

The confluence of 5G and AI is transforming wireless networks to deliver diverse services at the Edge, driving towards a vision of pervasive distributed intelligence. Future 6G networks will need to deliver quality of experience through…

Information Theory · Computer Science 2021-10-22 Shilpa Talwar , Nageen Himayat , Hosein Nikopour , Feng Xue , Geng Wu , Vida Ilderem

Battery-powered wireless IoT devices are now widely seen in many critical applications. Given the limited battery capacity and inaccessibility to external power recharge, optimizing energy efficiency (EE) plays a vital role in prolonging…

Signal Processing · Electrical Eng. & Systems 2020-01-13 Jianqing Liu , Yawei Pang , Haichuan Ding , Ling Cai , Haixia Zhang , Yuguang Fang

Providing differentiated services to meet the unique requirements of different use cases is a major goal of the fifth generation (5G) telecommunication networks and will be even more critical for future 6G systems. Fulfilling this goal…

Systems and Control · Electrical Eng. & Systems 2022-02-01 Van Sy Mai , Richard J. La , Tao Zhang , Abdella Battou

As wireless networks continue to evolve, stringent latency and reliability requirements and highly dynamic channels expose fundamental limitations of gNB-centric massive multiple-input multiple-output (mMIMO) architectures, motivating a…

Information Theory · Computer Science 2026-01-05 Kwonyeol Park , Hyuckjin Choi , Geonho Han , Gyoseung Lee , Yeonjoon Choi , Sunwoo Park , Junil Choi

The transformation of smart mobility is unprecedented--Autonomous, shared and electric connected vehicles, along with the urgent need to meet ambitious net-zero targets by shifting to low-carbon transport modalities result in new traffic…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-07 Zeinab Nezami , Emmanouil Chaniotakis , Evangelos Pournaras

Mobile users have not been able to exploit spatio-temporal differences between individual mobile networks operators for a variety of reasons. End user network switching and multihoming are two promising mechanisms that could allow such…

Networking and Internet Architecture · Computer Science 2018-09-12 Benjamin Finley , Arturo Basaure

Wireless communication in a network of mobile devices is a challenging and resource demanding task, due to the highly dynamic network topology and the wireless channel randomness. This paper investigates information broadcast schemes in 2D…

Networking and Internet Architecture · Computer Science 2016-11-17 Zijie Zhang , Guoqiang Mao , Brian Anderson

Deep learning (DL) has revolutionized wireless communication systems by introducing datadriven end-to-end (E2E) learning, where the physical layer (PHY) is transformed into DL architectures to achieve peak optimization. Leveraging DL for…

Networking and Internet Architecture · Computer Science 2024-11-12 Nazmul Islam , Seokjoo Shin

Fueled by the availability of more data and computing power, recent breakthroughs in cloud-based machine learning (ML) have transformed every aspect of our lives from face recognition and medical diagnosis to natural language processing.…

Information Theory · Computer Science 2019-09-13 Jihong Park , Sumudu Samarakoon , Mehdi Bennis , Mérouane Debbah
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