[세미나-온라인] 6G Intelligent Edge: Shannon Meets Turing (2022.1.5. 3PM)
- ice
- 조회수5730
- 2022-01-04
-Title: 6G Intelligent Edge: Shannon Meets Turing
-Speaker: Prof. Kaibin Huang, FIEEE (The University of Hong Kong)
-When: 3pm, January 5, 2022 (KST)
-Zoom Link: https://us02web.zoom.us/j/88283684180?pwd=Z3JCLytYRlU0U2U3K25uRlVZbVZqQT09
(Meeting ID: 882 8368 4180, Passcode: SKKU)
Abstract:
The popularity of mobile devices and densification of wireless networks result in the availability of enormous data and computational resources distributed at the network edge. To leverage the data and resources, machine-learning is deployed at the network edge to train AI models by exploiting the distributed mobile data while preserving their privacy. While computing speeds are advancing rapidly, the communication latency is becoming the bottleneck of fast edge learning. Attempts to overcome the bottleneck have led to the emergence of a new paradigm in wireless communication, “communication efficient edge learning”, which departs from the classic principle of “rate-maximization” and focuses on “fast intelligence acquisition”. In this talk, I will overview new design challenges in the area and highlight some recent advancements in different directions including resource allocation, gradient quantization, feature transmission, wireless data labelling, active data acquisition, and over-the-air computation.
Biography:
Kaibin Huang received the B.Eng. and M.Eng. degrees from the National University of Singapore and the Ph.D. degree from The University of Texas at Austin, all in electrical engineering. He is currently an Associate Professor with the Department of Electrical and Electronic Engineering, The University of Hong Kong, Hong Kong. He received the IEEE Communication Society’s 2021 Best Survey Paper, 2019 Best Tutorial Paper, 2019 Asia–Pacific Outstanding Paper, 2015 Asia–Pacific Best Paper Award, and the best paper awards at IEEE GLOBECOM 2006 and IEEE/CIC ICCC 2018. He received the Outstanding Teaching Award from Yonsei University, South Korea, in 2011. He has been named as a Highly Cited Researcher by the Clarivate Analytics in 2019-2021 and awarded a Research Fellowship by Hong Kong Research Grants Council. He served as the Lead Chair for the Wireless Communications Symposium of IEEE Globecom 2017 and the Communication Theory Symposium of IEEE GLOBECOM 2014, and the TPC Co-chair for IEEE PIMRC 2017 and IEEE CTW 2013. He is also an Executive Editor of IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, an Associate Editor of IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, and an Area Editor for IEEE TRANSACTIONS ON GREEN COMMUNICATIONS AND NETWORKING. Previously, he served on the Editorial Board for IEEE WIRELESS COMMUNICATIONS LETTERS. He has guest edited special issues of IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, and IEEE Communications Magazine. He is a Fellow of IEEE and also a Distinguished Lecturer of the IEEE Communications Society and the IEEE Vehicular Technology Society.