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Federated Learning via Intelligent Reflecting Surface [article]

Zhibin Wang, Jiahang Qiu, Yong Zhou, Yuanming Shi, Liqun Fu, Wei Chen, Khaled B. Lataief
<span title="2020-11-12">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In this paper, we propose to leverage intelligent reflecting surface (IRS) to achieve fast yet reliable model aggregation for AirComp-based FL.  ...  Over-the-air computation (AirComp) based federated learning (FL) is capable of achieving fast model aggregation by exploiting the waveform superposition property of multiple access channels.  ...  To overcome the detrimental effect of channel fading in wireless networks, intelligent reflecting surface (IRS) is a costeffective technology for improving the spectral and energy efficiency via reconfiguring  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2011.05051v2">arXiv:2011.05051v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/dmoaor4fzvbflaf7kpsmagsrby">fatcat:dmoaor4fzvbflaf7kpsmagsrby</a> </span>
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Federated Machine Learning for Intelligent IoT via Reconfigurable Intelligent Surface [article]

Kai Yang, Yuanming Shi, Yong Zhou, Zhanpeng Yang, Liqun Fu, Wei Chen
<span title="2020-04-13">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In this article, we shall develop an over-the-air computation based communication-efficient federated machine learning framework for intelligent IoT networks via exploiting the waveform superposition property  ...  Reconfigurable intelligent surface is further leveraged to reduce the model aggregation error via enhancing the signal strength by reconfiguring the wireless propagation environments.  ...  ACKNOWLEDGMENT Fig. 1 . 1 Federated machine learning for intelligent IoT applications via reconfigurable intelligent surface.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2004.05843v1">arXiv:2004.05843v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/dlzrbcjqfzf5dmlvvf7w6hshuu">fatcat:dlzrbcjqfzf5dmlvvf7w6hshuu</a> </span>
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<span title="">2022</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/vhjqsx3bxjcmrmcp2wurznbnsy" style="color: black;">IEEE Internet of Things Magazine</a> </i> &nbsp;
EnvironMEnts • on thE fundAMEntAL chArActEristics of intELLigEnt rEfLEcting surfAcE EnAbLEd MiMo chAnnELs • ArtificiAL intELLigEncE in bEyond-5g And 6g rELiAbLE coMMunicAtions • EnAbLing cost-EffEctivE  ...  , And oPPortunitiEs • towArds scALAbLE And robust Aiot viA dEcEntrALizEd fEdErAtEd LEArning • ML-AssistEd bEAM sELEction viA digitAL twins for tiME-sEnsitivE industriAL iot • rE-invEnting thE food suPPLy  ... 
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<span title="">2021</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ra4txhbrwnbwzk3lwinyjovpbe" style="color: black;">IEEE Transactions on Wireless Communications</a> </i> &nbsp;
Chao Fang, Behrooz Makki, Jingya Li, and Tommy Svensson Resource Allocation for Intelligent Reflecting Surface Aided Wireless Powered Mobile Edge Computing in OFDM Systems ........  ...  Goldsmith Gradient Statistics Aware Power Control for Over-the-Air Federated Learning .........  ... 
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<span title="">2022</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/pbsmqg7vbja47kndvhyxkawoie" style="color: black;">IEEE Transactions on Cognitive Communications and Networking</a> </i> &nbsp;
Xuewen Wu, Jingxiao Ma, Zhe Xing, Chenwei Gu, Xiaoping Xue, and Xin Zeng 170 Robust Beamforming Design for Intelligent Reflecting Surface Aided Cognitive Radio Systems With Imperfect Cascaded CSI . . .  ...  Lei Zhang, Cunhua Pan, Yu Wang, Hong Ren, and Kezhi Wang 186 Intelligent Reflecting Surface-Assisted mmWave Communication With Lens Antenna Array . . . . . . . . . . . . . . . . . . . . . . . . . . . .  ... 
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<span title="">2021</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ra4txhbrwnbwzk3lwinyjovpbe" style="color: black;">IEEE Transactions on Wireless Communications</a> </i> &nbsp;
Umber Saleem, Yu Liu, Sobia Jangsher, Yong Li, and Tao Jiang Deep Reinforcement Learning-Based Intelligent Reflecting Surface for Secure Wireless Communications ............. ..........................  ...  Qiao Qi, Xiaoming Chen, Caijun Zhong, and Zhaoyang Zhang Intelligent Reflecting Surface Aided Pilot Contamination Attack and Its Countermeasure ................................ ........................  ... 
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<span title="">2022</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/aznf273kcvcbfjcdeghr3xjd6i" style="color: black;">IEEE Journal on Selected Topics in Signal Processing</a> </i> &nbsp;
Gu 516 (Contents Continued on Page 319) Collaborative Intelligent Reflecting Surface Networks With Multi-Agent Reinforcement Learning . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .  ...  Duong 358 Communication-Efficient Federated Learning via Predictive Coding . . . . . . . . . . . .K. Yue, R. Jin, C.-W. Wong, and H.  ... 
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<span title="">2022</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/rukujswvszfbtg5ywaj3owetjm" style="color: black;">IEEE Wireless Communications Letters</a> </i> &nbsp;
Shun Wang, Lei Zhou, Weichao Xu, and Jisheng Dai 987 Throughput Maximization for Active Intelligent Reflecting Surface-Aided Wireless Powered Communications . . . . .  ...  Meiyu Wang, Die Hu, Lianghua He, and Jun Wu 1067 Localization via Multiple Reconfigurable Intelligent Surfaces Equipped With Single Receive RF Chains . . . . . . . . . . . . . . . . . . . . . . . . . .  ... 
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2021 Index IEEE Transactions on Wireless Communications Vol. 20

<span title="">2021</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ra4txhbrwnbwzk3lwinyjovpbe" style="color: black;">IEEE Transactions on Wireless Communications</a> </i> &nbsp;
Deep Reinforcement Learning-Based Intelligent Reflecting Surface for Secure Wireless Communications.  ...  ., +, TWC Nov. 2021 7257-7271 Reconfigurable Intelligent Surface Enabled Federated Learning: A Unified Communication-Learning Design Approach.  ... 
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6G Wireless Systems: A Vision, Architectural Elements, and Future Directions

Latif U. Khan, Ibrar Yaqoob, Muhammad Imran, Zhu Han, Choong Seon Hong
<span title="">2020</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/q7qi7j4ckfac7ehf3mjbso4hne" style="color: black;">IEEE Access</a> </i> &nbsp;
INDEX TERMS 6G, 5G, Internet of Things, Internet of Everything, federated learning, meta learning, blockchain.  ...  We propose practical guidelines including deep Q-learning and federated learning-based transceivers, blockchain-based secure business models, homomorphic encryption, and distributed-ledgerbased authentication  ...  Finally, they discussed the integration of intelligence in 6G systems. Another study discussed enabling technologies, architecture, requirements, and key drivers of 6G [13] . The authors in [27]  ... 
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Table of contents

<span title="">2021</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/rukujswvszfbtg5ywaj3owetjm" style="color: black;">IEEE Wireless Communications Letters</a> </i> &nbsp;
Al-Naffouri 2435 CSIT-Free Model Aggregation for Federated Edge Learning via Reconfigurable Intelligent Surface . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .  ...  Jahangir Hossain 2484 Distributed Beam Training for Intelligent Reflecting Surface Enabled Multi-Hop Routing . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/lwc.2021.3120830">doi:10.1109/lwc.2021.3120830</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/3yd7m6g3z5fefew6d6mby53ayu">fatcat:3yd7m6g3z5fefew6d6mby53ayu</a> </span>
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A Survey of 6G Wireless Communications: Emerging Technologies [article]

Yang Zhao, Jun Zhao, Wenchao Zhai, Sumei Sun, Dusit Niyato, Kwok-Yan Lam
<span title="2020-12-23">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In particular, we will introduce artificial intelligence, intelligent surfaces, terahertz communications technologies in detail, while giving a brief introduction to other potential technologies, including  ...  Intelligent Surfaces Currently, two types of intelligent surfaces shown in Fig. 5 attract researchers' attention -Large Intelligent Surfaces (LISs) and Intelligent Reflecting Surfaces (IRSs).  ...  We present a detailed explanation of artificial intelligence, intelligent reflecting surfaces, and THz communications.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2004.08549v3">arXiv:2004.08549v3</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/vimdhjmycjcbdhab4c5ncdsbva">fatcat:vimdhjmycjcbdhab4c5ncdsbva</a> </span>
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<span title="">2021</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/onirm7ye2bfobnpwuwaopap5yu" style="color: black;">IEEE Journal on Selected Areas in Communications</a> </i> &nbsp;
Han 3035 Intelligent Reflecting Surface Enhanced Multi-UAV NOMA Networks ... X. Mu, Y. Liu, L. Guo, J. Lin, and H. V.  ...  Matthaiou 3022 Reconfigurable Intelligent Surface-Assisted Aerial-Terrestrial Communications via Multi-Task Learning ............... .............................................. X. Cao, B. Yang, C.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/jsac.2021.3106552">doi:10.1109/jsac.2021.3106552</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/nq3cuen26rghxp4kei6e4cmu2a">fatcat:nq3cuen26rghxp4kei6e4cmu2a</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20211001112040/https://ieeexplore.ieee.org/ielx7/49/9537937/09538407.pdf?tp=&amp;arnumber=9538407&amp;isnumber=9537937&amp;ref=" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/01/a7/01a75d7e5f301b3497be8b1353c1e1065b3aeb4f.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/jsac.2021.3106552"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Unmanned Aerial Vehicles and Multi-Access Edge Computing

Yi Qian
<span title="">2021</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/kg4jy3hqtrbk7opmhgzlagufnu" style="color: black;">IEEE wireless communications</a> </i> &nbsp;
learning model, and federated learning for intelligent wireless applications.  ...  In the eighth article, "When UAV Meets RIS: Expanding Air-Ground Networks via Passive Reflection", X.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/mwc.2021.9615130">doi:10.1109/mwc.2021.9615130</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/2akh4jnqwfbtzjjtebrqzgx3bq">fatcat:2akh4jnqwfbtzjjtebrqzgx3bq</a> </span>
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Series Editorial: The Second Issue of the Series on Machine Learning in Communications and Networks

Geoffrey Y. Li, Walid Saad, Ayfer Ozgur, Peter Kairouz, Zhijin Qin, Jakob Hoydis, Zhu Han, Deniz Gunduz, Jaafar Elmirghani
<span title="">2021</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/onirm7ye2bfobnpwuwaopap5yu" style="color: black;">IEEE Journal on Selected Areas in Communications</a> </i> &nbsp;
"Learning to Reflect and to Beamform for Intelligent Reflecting Surface with Implicit Channel Estimation" deals with the channel estimation in the intelligent reflecting surface (IRS) aided wireless system  ...  wireless federated learning.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/jsac.2021.3078790">doi:10.1109/jsac.2021.3078790</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mg74t6j4bvcd5glxtnzjf2ch44">fatcat:mg74t6j4bvcd5glxtnzjf2ch44</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210622071725/https://ieeexplore.ieee.org/ielx7/49/9457209/09457229.pdf?tp=&amp;arnumber=9457229&amp;isnumber=9457209&amp;ref=" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/c8/f9/c8f9fa07e9ef9389429389e0c5bd343edfe102c8.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/jsac.2021.3078790"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>
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