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CALSCALE:GREGORIAN
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TZID:Asia/Kolkata
BEGIN:STANDARD
DTSTART:19451014T230000
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TZOFFSETTO:+0530
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BEGIN:VEVENT
DTSTAMP:20251218T084226Z
UID:C459EDEA-1E34-4C84-B3E6-93B854DA43DD
DTSTART;TZID=Asia/Kolkata:20251217T100000
DTEND;TZID=Asia/Kolkata:20251217T170000
DESCRIPTION:[]\n\nThe IEEE Communications Society (ComSoc) Student Branch C
 hapter\, IIT Indore\, is pleased to organize a technical talk on Deep Unfo
 lding-an emerging approach that integrates model-based optimization with d
 eep learning frameworks.\n\nThis session will introduce the principles of 
 deep unfolding\, where iterative algorithms from traditional signal proces
 sing or communication theory are unfolded into neural network architecture
 s. Participants will learn how this method combines the interpretability o
 f classical models with the adaptability of data-driven learning\, achievi
 ng improved performance in tasks such as channel estimation\, signal detec
 tion\, and resource allocation in modern wireless networks.\n\nThe talk wi
 ll provide both theoretical insights and practical examples\, demonstratin
 g how deep unfolding is driving innovation in 5G\, 6G\, and AI-enabled com
 munication systems.\n\nThe event is open to students\, researchers\, and p
 rofessionals interested in signal processing\, optimization\, and machine 
 learning applications in communication systems.\n\nSpeaker(s): Dr. Kuntal 
  Deka\, \n\nAgenda: \nTime	Session	Speaker\n10:00 AM – 10:10 AM	Welcome 
 and Opening Remarks	Prof. Vimal Bhatia\n10:10 AM – 01:00 PM		Prof. Kunta
 l Deka\n02:00 PM – 03:30 PM	Discussion: Applications in Wireless and Sig
 nal Processing	Prof. Kuntal Deka\n03:30 PM – 04:00 PM	Q&amp;A and Closing Re
 marks	From the Audience\n\nRoom: 208\, Bldg: POD 1A \, IIT Indore\, Khandw
 a Road\, Simrol\, Indore \, Indore\, Madhya Pradesh\, India\, 453552
LOCATION:Room: 208\, Bldg: POD 1A \, IIT Indore\, Khandwa Road\, Simrol\, I
 ndore \, Indore\, Madhya Pradesh\, India\, 453552
ORGANIZER:vbhatia@iiti.ac.in, phd2301191002@iiti.ac.in
SEQUENCE:45
SUMMARY:Deep Unfolding: Bridging Model-Based and Data-Driven Learning in Wi
 reless Systems
URL;VALUE=URI:https://events.vtools.ieee.org/m/507771
X-ALT-DESC:Description: &lt;br /&gt;&lt;p data-start=&quot;311&quot; data-end=&quot;554&quot;&gt;&lt;img src=&quot;
 https://events.vtools.ieee.org/vtools_ui/media/display/00e3d55d-9619-48fc-
 9c7a-bc72467bbf85&quot; alt=&quot;&quot; width=&quot;1019&quot; height=&quot;573&quot;&gt;&lt;/p&gt;\n&lt;p data-start=&quot;3
 11&quot; data-end=&quot;554&quot;&gt;The IEEE Communications Society (ComSoc) Student Branch
  Chapter\, IIT Indore\, is pleased to organize a technical talk on&amp;nbsp\;&lt;
 strong data-start=&quot;431&quot; data-end=&quot;449&quot;&gt;Deep Unfolding-&lt;/strong&gt;an emerging
  approach that integrates &lt;strong data-start=&quot;489&quot; data-end=&quot;517&quot;&gt;model-ba
 sed optimization&lt;/strong&gt; with &lt;strong data-start=&quot;523&quot; data-end=&quot;551&quot;&gt;dee
 p learning frameworks&lt;/strong&gt;.&lt;/p&gt;\n&lt;p data-start=&quot;556&quot; data-end=&quot;1033&quot;&gt;T
 his session will introduce the principles of deep unfolding\, where iterat
 ive algorithms from traditional signal processing or communication theory 
 are unfolded into neural network architectures. Participants will learn ho
 w this method combines the interpretability of classical models with the a
 daptability of data-driven learning\, achieving improved performance in ta
 sks such as &lt;strong data-start=&quot;937&quot; data-end=&quot;1002&quot;&gt;channel estimation\, 
 signal detection\, and resource allocation&lt;/strong&gt; in modern wireless net
 works.&lt;/p&gt;\n&lt;p data-start=&quot;1035&quot; data-end=&quot;1216&quot;&gt;The talk will provide bot
 h theoretical insights and practical examples\, demonstrating how deep unf
 olding is driving innovation in &lt;strong data-start=&quot;1165&quot; data-end=&quot;1213&quot;&gt;
 5G\, 6G\, and AI-enabled communication systems&lt;/strong&gt;.&lt;/p&gt;\n&lt;p data-star
 t=&quot;1218&quot; data-end=&quot;1392&quot;&gt;The event is open to &lt;strong data-start=&quot;1239&quot; da
 ta-end=&quot;1283&quot;&gt;students\, researchers\, and professionals&lt;/strong&gt; interest
 ed in signal processing\, optimization\, and machine learning applications
  in communication systems.&lt;/p&gt;&lt;br /&gt;&lt;br /&gt;Agenda: &lt;br /&gt;&lt;table&gt;\n&lt;thead&gt;\n
 &lt;tr&gt;\n&lt;th&gt;Time&lt;/th&gt;\n&lt;th&gt;Session&lt;/th&gt;\n&lt;th&gt;Speaker&lt;/th&gt;\n&lt;/tr&gt;\n&lt;/thead&gt;\n
 &lt;tbody&gt;\n&lt;tr&gt;\n&lt;td&gt;10:00 AM &amp;ndash\; 10:10 AM&lt;/td&gt;\n&lt;td&gt;Welcome and Openin
 g Remarks&lt;/td&gt;\n&lt;td&gt;Prof. Vimal Bhatia&lt;/td&gt;\n&lt;/tr&gt;\n&lt;tr&gt;\n&lt;td&gt;10:10 AM &amp;nd
 ash\; 01:00 PM&lt;/td&gt;\n&lt;td&gt;&amp;nbsp\;&lt;/td&gt;\n&lt;td&gt;Prof. Kuntal Deka&lt;/td&gt;\n&lt;/tr&gt;\n
 &lt;tr&gt;\n&lt;td&gt;02:00 PM &amp;ndash\; 03:30 PM&lt;/td&gt;\n&lt;td&gt;Discussion: Applications in
  Wireless and Signal Processing&lt;/td&gt;\n&lt;td&gt;Prof. Kuntal Deka&lt;/td&gt;\n&lt;/tr&gt;\n&lt;
 tr&gt;\n&lt;td&gt;03:30 PM &amp;ndash\; 04:00 PM&lt;/td&gt;\n&lt;td&gt;Q&amp;amp\;A and Closing Remarks
 &lt;/td&gt;\n&lt;td&gt;From the Audience&lt;/td&gt;\n&lt;/tr&gt;\n&lt;/tbody&gt;\n&lt;/table&gt;
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