Multi-objective Evolutionary Neural Architecture Search: Computational Efficiency, Privacy Preservation and Robustness
Speaker (s):
Dr JIN Yaochu
Professor
Bielefeld University
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Date:
Time:
Venue:
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1 December 2022, Thursday
3:00pm – 4:30pm
Please register by 24 November 2022, the meeting venue will be sent out on the following day to those who have registered.
We look forward to seeing you at this research seminar.
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About the Talk
This talk presents some recent advances in multi-objective evolutionary neural architecture search. It begins with an introduction to Pareto approach to machine learning. Then, two multi objective federated evolutionary neural architecture search algorithms for reducing computational complexity and enhancing communication cost are presented. Finally, a surrogate-assisted evolutionary search algorithm for neural architectures that are robust to adversarial attacks is described. The talk is concluded with a brief discussion of open questions for future research.
About the Speaker
Yaochu Jin is an Alexander von Humboldt Professor for Artificial Intelligence endowed by the German Federal Ministry of Education and Research, Faculty of Technology, Bielefeld University, Germany. He is also a Distinguished Chair in Computational Intelligence, Department of Computer Science, University of Surrey, Guildford, U.K. He was a “Finland Distinguished Professor”, University of Jyväskylä, Finland, “Changjiang Distinguished Visiting Professor”, Northeastern University, China, and “Distinguished Visiting Scholar”, University of Technology Sydney, Australia. His main research interests include evolutionary optimization, evolutionary learning, trustworthy machine learning, and evolutionary developmental systems. Prof Jin is presently the Editor-in-Chief of Complex & Intelligent Systems. He was an IEEE Distinguished Lecturer, the Vice President for Technical Activities of the IEEE Computational Intelligence Society, and the Editor-in-Chief of the IEEE Transactions on Cognitive and Developmental Systems. He was named by the Web of Science as “a Highly Cited Researcher” from 2019 to 2021 consecutively. He is a Member of Academia Europaea and Fellow of IEEE.
