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<p class="MsoNormal" style="background:white"><b><span style="font-size:12.0pt">More info below:<o:p></o:p></span></b></p>
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<p class="MsoNormal" style="background:white"><span class="il"><span style="font-size:12.0pt;font-family:"Arial",sans-serif;color:#222222">Teams link:
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<p class="MsoNormal"><span style="font-size:12.0pt;font-family:"Arial",sans-serif;color:#222222;background:white">Title:</span><span style="font-size:12.0pt;font-family:"Arial",sans-serif;color:#222222"><br>
<span style="background:white">Deep Collaborative Learning by Knowledge Transfer Graph</span></span><o:p></o:p></p>
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<p class="MsoNormal"><a href="https://nam11.safelinks.protection.outlook.com/?url=http%3A%2F%2Fmprg.cs.chubu.ac.jp%2F~hf%2FFujiyoshi-OU_202208010.pdf&data=05%7C01%7Ceecs_mscs%40listserv.ohio.edu%7C7776a5d1952242da110f08da7c6d601d%7Cf3308007477c4a70888934611817c55a%7C0%7C0%7C637959106484864232%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C3000%7C%7C%7C&sdata=59hNIO58RWHOAIE9TCT9oAuMDbPCLwjOjkZ5nvrezvM%3D&reserved=0" originalsrc="http://mprg.cs.chubu.ac.jp/~hf/Fujiyoshi-OU_202208010.pdf" shash="Ev+H8IkvjVCYNixZeMAexo/EOpOzP6qKPR15BBJBR2WaBPPmztfd88luQ9smKDXiAniMIChSrPqGCP79m/ZRHksMWTEcVtQb+PGpaS/KWmgtLI9lK4nQ54mrO320N3w0Y5dAHqxnCG+QoWOdToExhd7aqgmGmFKRftCJzzkgp50="><span style="font-size:12.0pt;font-family:"Arial",sans-serif;background:white">http://mprg.cs.chubu.ac.jp/~hf/Fujiyoshi-OU_202208010.pdf</span></a><o:p></o:p></p>
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<p class="MsoNormal" style="background:white"><span class="il"><span style="font-size:12.0pt;font-family:"Arial",sans-serif;color:#222222">Abstract</span></span><span style="font-size:12.0pt;font-family:"Arial",sans-serif;color:#222222">:<br>
In this talk I will present our latest research about knowledge transfer graph for Deep Collaborative Learning (DCL), which is a method that incorporates Knowledge Distillation and Deep Mutual Learning. DCL is represented by a directional graph where each model
is represented by a node, and the propagation of knowledge from the source node to the target node is represented by edges. In DCL, a hyperparameter search can be used to search for an optimal knowledge transfer graph. <br>
<br>
Bio:<br>
Dr. Fujiyoshi received his Ph.D. in Electrical Engineering from Chubu University, Japan, in 1997. From 1997 to 2000 he was a post-doctoral fellow at the Robotics Institute of Carnegie Mellon University, Pittsburgh, PA, USA, working on the DARPA Video Surveillance
and Monitoring (VSAM) effort and the humanoid vision project for the HONDA Humanoid Robot. He is now a professor of the Department of Robotics, Chubu University, Japan. From 2005 to 2006, he was a visiting researcher at Robotics Institute, Carnegie Mellon
University. <br>
<br>
Homepage:<br>
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<span style="font-size:10.5pt;font-family:"Segoe UI",sans-serif;color:#252424;background:white">Phone Conference ID: </span><span style="font-size:12.0pt;font-family:"Segoe UI",sans-serif;color:#252424;background:white">538 217 329#</span><o:p></o:p></p>
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<div>
<p class="MsoNormal">-----Original Appointment-----<br>
<b>From:</b> Hunter, Tiffany <> <b>On Behalf Of </b>Stocker Center 326 Essman Conference Room<br>
<b>Sent:</b> Tuesday, August 9, 2022 11:14 AM<br>
<b>To:</b> Abukamail, Nasseef; Chelberg, David; Juedes, David; Kelsey, Ralph; Liu, Chang; Liu, Jundong; Mourning, Chad; Ostermann, Shawn; Stewart, Gordon; Welch, Lonnie; Bartone, Chris; Braasch, Michael; Chenji, Harshavardhan; Dill, Jeffrey; Irwin, Dennis;
Jadwisienczak, Wojciech; Kaya, Savas; Lawrence, Douglas; Rahman, Faiz; Ugazio, Sabrina; Van Graas, Frank; Vasiliadis, Konstantinos; Zhu, Jim; Allwine, Daniel; Goble, James; Kelley, Michael; Triplett, Joseph; Hunter, Tiffany; Schlicher, Jared; Alder, Frank;
DiBenedetto, Mike; Edwards, Jamie; Hawes, Carl; Hopkins, Tammy; Nilles, Paul; Odunaiya, Simbo; Riggs, Cathy; Schultz, Adam; Thomas, Mary; Wilson, Aaron; Dolan, John; Karanth, Avinash; eecs_msee@listserv.ohio.edu; eecs_mscs@listserv.ohio.edu; 'eecs_phd@listserv.ohio.edu';
'eecs_bscs@listserv.ohio.edu'; 'eecs_bsee@listserv.ohio.edu'<br>
<b>Subject:</b> Research seminar-Professor Fujiyoshi (Chubu Glidden Visiting Professor)-Title: Deep Collaborative Learning by Knowledge Transfer Graph-Friday (August 12), 11am � 12pm<br>
<b>When:</b> Friday, August 12, 2022 11:00 AM-12:00 PM (UTC-05:00) Eastern Time (US & Canada).<br>
<b>Where:</b> Stocker Center 326 Essman Conference Room; and Microsoft Teams<o:p></o:p></p>
</div>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Research seminar <span style="font-size:12.0pt"><o:p></o:p></span></p>
<p class="MsoNormal"> <span style="font-size:12.0pt"><o:p></o:p></span></p>
<p class="MsoNormal">Presenter: Professor Fujiyoshi (Chubu Glidden Visiting Professor)
<span style="font-size:12.0pt"><o:p></o:p></span></p>
<p class="MsoNormal"> <span style="font-size:12.0pt"><o:p></o:p></span></p>
<p class="MsoNormal">Title: Deep Collaborative Learning by Knowledge Transfer Graph<span style="font-size:12.0pt"><o:p></o:p></span></p>
<p class="MsoNormal"> <span style="font-size:12.0pt"><o:p></o:p></span></p>
<p class="MsoNormal">Slides: <a href="https://nam11.safelinks.protection.outlook.com/?url=http%3A%2F%2Fmprg.cs.chubu.ac.jp%2F~hf%2FFujiyoshi-OU_202208010.pdf&data=05%7C01%7Ceecs_mscs%40listserv.ohio.edu%7C7776a5d1952242da110f08da7c6d601d%7Cf3308007477c4a70888934611817c55a%7C0%7C0%7C637959106484864232%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C3000%7C%7C%7C&sdata=59hNIO58RWHOAIE9TCT9oAuMDbPCLwjOjkZ5nvrezvM%3D&reserved=0" originalsrc="http://mprg.cs.chubu.ac.jp/~hf/Fujiyoshi-OU_202208010.pdf" shash="Ev+H8IkvjVCYNixZeMAexo/EOpOzP6qKPR15BBJBR2WaBPPmztfd88luQ9smKDXiAniMIChSrPqGCP79m/ZRHksMWTEcVtQb+PGpaS/KWmgtLI9lK4nQ54mrO320N3w0Y5dAHqxnCG+QoWOdToExhd7aqgmGmFKRftCJzzkgp50=">
http://mprg.cs.chubu.ac.jp/~hf/Fujiyoshi-OU_202208010.pdf</a><span style="font-size:12.0pt"><o:p></o:p></span></p>
<p class="MsoNormal"> <span style="font-size:12.0pt"><o:p></o:p></span></p>
<p class="MsoNormal">Time: Friday (August 12), 11am � 12pm<span style="font-size:12.0pt"><o:p></o:p></span></p>
<p class="MsoNormal"> <span style="font-size:12.0pt"><o:p></o:p></span></p>
<p class="MsoNormal">Room: EECS Stocker Conference Room 326<span style="font-size:12.0pt"><o:p></o:p></span></p>
<p class="MsoNormal"> <span style="font-size:12.0pt"><o:p></o:p></span></p>
<p class="MsoNormal">Online: <span style="font-size:12.0pt"><o:p></o:p></span></p>
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<p class="MsoNormal" style="background:white"><span style="font-size:10.5pt;font-family:"Segoe UI",sans-serif;color:#252424">Meeting ID: </span><span style="font-size:12.0pt;font-family:"Segoe UI",sans-serif;color:#252424">279 961 373 664<br>
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<p class="MsoNormal"><span style="font-size:12.0pt;font-family:"Arial",sans-serif;color:#222222;background:white">Title:</span><span style="font-size:12.0pt;font-family:"Arial",sans-serif;color:#222222"><br>
<span style="background:white">Deep Collaborative Learning by Knowledge Transfer Graph</span></span><o:p></o:p></p>
<p class="MsoNormal" style="background:white"><span class="il"><span style="font-size:12.0pt;font-family:"Arial",sans-serif;color:#222222"> </span></span><o:p></o:p></p>
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<p class="MsoNormal" style="background:white"><span class="il"><span style="font-size:12.0pt;font-family:"Arial",sans-serif;color:#222222">Abstract</span></span><span style="font-size:12.0pt;font-family:"Arial",sans-serif;color:#222222">:<br>
In this talk I will present our latest research about knowledge transfer graph for Deep Collaborative Learning (DCL), which is a method that incorporates Knowledge Distillation and Deep Mutual Learning. DCL is represented by a directional graph where each model
is represented by a node, and the propagation of knowledge from the source node to the target node is represented by edges. In DCL, a hyperparameter search can be used to search for an optimal knowledge transfer graph. <br>
<br>
Bio:<br>
Dr. Fujiyoshi received his Ph.D. in Electrical Engineering from Chubu University, Japan, in 1997. From 1997 to 2000 he was a post-doctoral fellow at the Robotics Institute of Carnegie Mellon University, Pittsburgh, PA, USA, working on the DARPA Video Surveillance
and Monitoring (VSAM) effort and the humanoid vision project for the HONDA Humanoid Robot. He is now a professor of the Department of Robotics, Chubu University, Japan. From 2005 to 2006, he was a visiting researcher at Robotics Institute, Carnegie Mellon
University. <br>
<br>
Homepage:<br>
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<span style="font-size:10.5pt;font-family:"Segoe UI",sans-serif;color:#252424">Meeting ID: </span><span style="font-size:12.0pt;font-family:"Segoe UI",sans-serif;color:#252424">279 961 373 664<br>
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<div>
<p class="MsoNormal">-----Original Appointment-----<br>
<b>From:</b> Hunter, Tiffany <> <b>On Behalf Of </b>Stocker Center 326 Essman Conference Room<br>
<b>Sent:</b> Tuesday, August 9, 2022 11:14 AM<br>
<b>To:</b> Abukamail, Nasseef; Chelberg, David; Juedes, David; Kelsey, Ralph; Liu, Chang; Liu, Jundong; Mourning, Chad; Ostermann, Shawn; Stewart, Gordon; Welch, Lonnie; Bartone, Chris; Braasch, Michael; Chenji, Harshavardhan; Dill, Jeffrey; Irwin, Dennis;
Jadwisienczak, Wojciech; Kaya, Savas; Lawrence, Douglas; Rahman, Faiz; Ugazio, Sabrina; Van Graas, Frank; Vasiliadis, Konstantinos; Zhu, Jim; Allwine, Daniel; Goble, James; Kelley, Michael; Triplett, Joseph; Hunter, Tiffany; Schlicher, Jared; Alder, Frank;
DiBenedetto, Mike; Edwards, Jamie; Hawes, Carl; Hopkins, Tammy; Nilles, Paul; Odunaiya, Simbo; Riggs, Cathy; Schultz, Adam; Thomas, Mary; Wilson, Aaron; Dolan, John; Karanth, Avinash; eecs_msee@listserv.ohio.edu; eecs_mscs@listserv.ohio.edu; 'eecs_phd@listserv.ohio.edu';
'eecs_bscs@listserv.ohio.edu'; 'eecs_bsee@listserv.ohio.edu'<br>
<b>Subject:</b> Research seminar-Professor Fujiyoshi (Chubu Glidden Visiting Professor)-Title: Deep Collaborative Learning by Knowledge Transfer Graph-Friday (August 12), 11am � 12pm<br>
<b>When:</b> Friday, August 12, 2022 11:00 AM-12:00 PM (UTC-05:00) Eastern Time (US & Canada).<br>
<b>Where:</b> Stocker Center 326 Essman Conference Room; and Microsoft Teams<o:p></o:p></p>
</div>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Research seminar <span style="font-size:12.0pt"><o:p></o:p></span></p>
<p class="MsoNormal"> <span style="font-size:12.0pt"><o:p></o:p></span></p>
<p class="MsoNormal">Presenter: Professor Fujiyoshi (Chubu Glidden Visiting Professor)
<span style="font-size:12.0pt"><o:p></o:p></span></p>
<p class="MsoNormal"> <span style="font-size:12.0pt"><o:p></o:p></span></p>
<p class="MsoNormal">Title: Deep Collaborative Learning by Knowledge Transfer Graph<span style="font-size:12.0pt"><o:p></o:p></span></p>
<p class="MsoNormal"> <span style="font-size:12.0pt"><o:p></o:p></span></p>
<p class="MsoNormal">Slides: <a href="https://nam11.safelinks.protection.outlook.com/?url=http%3A%2F%2Fmprg.cs.chubu.ac.jp%2F~hf%2FFujiyoshi-OU_202208010.pdf&data=05%7C01%7Ceecs_mscs%40listserv.ohio.edu%7C7776a5d1952242da110f08da7c6d601d%7Cf3308007477c4a70888934611817c55a%7C0%7C0%7C637959106484864232%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C3000%7C%7C%7C&sdata=59hNIO58RWHOAIE9TCT9oAuMDbPCLwjOjkZ5nvrezvM%3D&reserved=0" originalsrc="http://mprg.cs.chubu.ac.jp/~hf/Fujiyoshi-OU_202208010.pdf" shash="Ev+H8IkvjVCYNixZeMAexo/EOpOzP6qKPR15BBJBR2WaBPPmztfd88luQ9smKDXiAniMIChSrPqGCP79m/ZRHksMWTEcVtQb+PGpaS/KWmgtLI9lK4nQ54mrO320N3w0Y5dAHqxnCG+QoWOdToExhd7aqgmGmFKRftCJzzkgp50=">
http://mprg.cs.chubu.ac.jp/~hf/Fujiyoshi-OU_202208010.pdf</a><span style="font-size:12.0pt"><o:p></o:p></span></p>
<p class="MsoNormal"> <span style="font-size:12.0pt"><o:p></o:p></span></p>
<p class="MsoNormal">Time: Friday (August 12), 11am � 12pm<span style="font-size:12.0pt"><o:p></o:p></span></p>
<p class="MsoNormal"> <span style="font-size:12.0pt"><o:p></o:p></span></p>
<p class="MsoNormal">Room: EECS Stocker Conference Room 326<span style="font-size:12.0pt"><o:p></o:p></span></p>
<p class="MsoNormal"> <span style="font-size:12.0pt"><o:p></o:p></span></p>
<p class="MsoNormal">Online: <span style="font-size:12.0pt"><o:p></o:p></span></p>
<p class="MsoNormal"> <span style="font-size:12.0pt"><o:p></o:p></span></p>
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<p class="MsoNormal" style="background:white"><span style="font-size:10.5pt;font-family:"Segoe UI",sans-serif;color:#252424">Meeting ID: </span><span style="font-size:12.0pt;font-family:"Segoe UI",sans-serif;color:#252424">279 961 373 664<br>
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on the web</span></a></span><span style="font-size:12.0pt"><o:p></o:p></span></p>
<p class="MsoNormal" style="background:white"><b><span style="font-size:10.5pt;font-family:"Segoe UI",sans-serif;color:#252424">Or call in (audio only)</span></b><span style="font-size:12.0pt"><o:p></o:p></span></p>
<p class="MsoNormal" style="background:white"><span style="font-size:12.0pt;font-family:"Segoe UI",sans-serif;color:#252424"><a href="tel:+16147066572,,538217329" target="_blank"><span style="font-size:10.5pt;color:#6264A7">+1 614-706-6572,,538217329#</span></a> </span><span style="font-size:10.5pt;font-family:"Segoe UI",sans-serif;color:#252424">
United States, Columbus</span><span style="font-size:12.0pt"><o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:10.5pt;font-family:"Segoe UI",sans-serif;color:#252424;background:white">Phone Conference ID: </span><span style="font-size:12.0pt;font-family:"Segoe UI",sans-serif;color:#252424;background:white">538 217 329#</span><span style="font-size:12.0pt"><o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:12.0pt;font-family:"Segoe UI",sans-serif;color:#252424"><a href="https://dialin.teams.microsoft.com/8f5f7319-0053-4423-a154-4f8b6e7fb7dd?id=538217329" target="_blank"><span style="font-size:10.5pt;color:#6264A7">Find
a local number</span></a> | <a href="https://dialin.teams.microsoft.com/usp/pstnconferencing" target="_blank"><span style="font-size:10.5pt;color:#6264A7">Reset PIN</span></a></span><o:p></o:p></p>
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