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DTSTART:20380119T001407
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DTSTART:20150308T010000
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DTSTAMP:20260721T150522Z
UID:389C5921-B6D8-4D9C-AA75-7A5C3AFED8FF
DTSTART;TZID=America/Montevideo:20260717T150000
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DESCRIPTION:In this talk\, we review recent work on edge computing and comm
 unications as a key enabler for future wireless networks. In particular\, 
 we present samples of our work on proactive caching\, decentralized coded 
 caching\, cache-aided MIMO networks and federated learning over blockchain
  networks.\n\nIn the first part of the talk\, we shed light on a sample of
  our work on edge content caching. We present performance limits for decen
 tralized coded caching in Fog Radio Access Networks with focus on the norm
 alized delivery time (NDT) performance metric. Afterwards\, we extend our 
 discussion to cache-aided MIMO networks where we generalize prior studies 
 to the case of arbitrary number of transmitters\, receivers and antennas. 
 We establish fundamental limits characterizing the relative contributions 
 of the spatial multiplexing gain vs. the coded caching gain\, with respect
  to reducing the delivery latency.\n\nIn the second part of the talk\, we 
 shift our focus to edge intelligence\, in particular\, federated learning 
 over blockchain networks. Motivated by the wide prevalence of decentralize
 d data\, we propose a novel federated learning framework with no parameter
  service\, yet\, relying on the distributed ledger security infrastructure
  of blockchains. This is achieved by employing “validators” who evalua
 te the quality of the “trainer” model updates through a validation dat
 aset and byzantine fault tolerance. This work opens ample room for future 
 research through revealing interesting insights and fundamental trade-offs
 .\n\nCo-sponsored by: UTEC Prof. Diego Quiroga\n\nSpeaker(s): Tamer Elbatt
 \, \n\nBldg: UTEC Fray Bentos.\,  Barrio Anglo\, Fray Bentos\, Rio Negro\,
  Uruguay\, Virtual: https://events.vtools.ieee.org/m/566697
LOCATION:Bldg: UTEC Fray Bentos.\,  Barrio Anglo\, Fray Bentos\, Rio Negro\
 , Uruguay\, Virtual: https://events.vtools.ieee.org/m/566697
ORGANIZER:joseluis.rodriguez@ieee.org
SEQUENCE:186
SUMMARY:Edge Computing and Communications for NextG: Fundamental Limits and
  Applications
URL;VALUE=URI:https://events.vtools.ieee.org/m/566697
X-ALT-DESC:Description: &lt;br /&gt;&lt;p&gt;&amp;nbsp\;&lt;/p&gt;\n&lt;p class=&quot;MsoNormal&quot; style=&quot;t
 ext-align: justify\;&quot;&gt;In this talk\, we review&lt;span style=&quot;mso-ansi-langua
 ge: EN-US\;&quot;&gt; &lt;/span&gt;recent work &lt;span style=&quot;mso-ansi-language: EN-US\;&quot;&gt;
 on edge computing and communications as a key enabler for future wireless 
 networks&lt;/span&gt;. In particular\, we &lt;span style=&quot;mso-ansi-language: EN-US\
 ;&quot;&gt;present&lt;/span&gt; sample&lt;span style=&quot;mso-ansi-language: EN-US\;&quot;&gt;s&lt;/span&gt; 
 of our work on &lt;span style=&quot;mso-ansi-language: EN-US\;&quot;&gt;proactive caching\
 , decentralized coded caching\, cache-aided MIMO networks and federated le
 arning over blockchain networks.&lt;/span&gt;&lt;/p&gt;\n&lt;p class=&quot;MsoNormal&quot; style=&quot;t
 ext-align: justify\;&quot;&gt;&lt;span style=&quot;mso-ansi-language: EN-US\;&quot;&gt;&amp;nbsp\;&lt;/sp
 an&gt;&lt;/p&gt;\n&lt;p class=&quot;MsoNormal&quot; style=&quot;text-align: justify\;&quot;&gt;In the first p
 art of the talk\, we shed light on &lt;span style=&quot;mso-ansi-language: EN-US\;
 &quot;&gt;a &lt;/span&gt;sample of our work&lt;span style=&quot;mso-ansi-language: EN-US\;&quot;&gt; on 
 edge content caching. We present performance limits for decentralized code
 d caching in Fog Radio Access Networks with focus on &lt;/span&gt;&lt;span style=&quot;m
 so-bidi-font-size: 11.0pt\; mso-bidi-font-family: Calibri\; mso-bidi-theme
 -font: minor-latin\;&quot;&gt;the normalized delivery time (NDT)&lt;/span&gt;&lt;span style
 =&quot;mso-bidi-font-size: 11.0pt\; mso-bidi-font-family: Calibri\; mso-bidi-th
 eme-font: minor-latin\; mso-ansi-language: EN-US\;&quot;&gt; performance metric&lt;/s
 pan&gt;&lt;span style=&quot;mso-ansi-language: EN-US\;&quot;&gt;. Afterwards\, we extend our 
 discussion to cache-aided MIMO networks where we generalize prior studies 
 to the case of arbitrary number of transmitters\, receivers and antennas. 
 We establish fundamental limits characterizing the relative contributions 
 of the spatial multiplexing gain vs. the coded caching gain\, with respect
  to reducing the delivery latency. &lt;/span&gt;&lt;/p&gt;\n&lt;p class=&quot;MsoNormal&quot; style
 =&quot;text-align: justify\;&quot;&gt;&amp;nbsp\;&lt;/p&gt;\n&lt;p class=&quot;MsoNormal&quot; style=&quot;text-ali
 gn: justify\;&quot;&gt;In the second part of the talk\, we shift &lt;span style=&quot;mso-
 ansi-language: EN-US\;&quot;&gt;our focus&lt;/span&gt; to &lt;span style=&quot;mso-ansi-language
 : EN-US\;&quot;&gt;edge intelligence\, in particular\, federated learning over blo
 ckchain networks&lt;/span&gt;. &lt;span style=&quot;mso-ansi-language: EN-US\;&quot;&gt;Motivate
 d by the wide prevalence of decentralized data\, we propose a novel federa
 ted learning framework with no parameter service\, yet\, relying on the di
 stributed ledger security infrastructure of blockchains. This is achieved 
 by employing &amp;ldquo\;validators&amp;rdquo\; who evaluate the quality of the &amp;l
 dquo\;trainer&amp;rdquo\; model updates through a validation dataset and byzan
 tine fault tolerance. This work opens ample room for future research throu
 gh revealing interesting insights and fundamental trade-offs. &lt;span style=
 &quot;mso-spacerun: yes\;&quot;&gt;&amp;nbsp\;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;\n&lt;p class=&quot;MsoNormal&quot;&gt;&amp;nbs
 p\;&lt;/p&gt;
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