Keynote Speech Ⅰ
Prof. Lei Guo
Academician of Chinese Academy of Sciences
IEEE Fellow and IFAC Fellow
National Center for Mathematics and Interdisciplinary Sciences, CAS, China
个人简介：郭雷，1982年本科毕业于山东大学数学系，1987年在中科院系统科学所获得博士学位, 现任中科院数学与系统科学研究院研究员，中科院国家数学与交叉科学中心主任。主要从事系统与控制科学研究，特别是自适应与不确定性动态系统的学习、滤波、控制与博弈等。目前研究兴趣包括：机器学习与系统辨识，人工智能与智能控制，自适应系统理论，非线性不确定系统控制，博弈控制系统，人机融合系统，复杂性科学，以及在工程、社会与生命系统中相关问题交叉与应用研究。
报告题目：大回归模型的自适应学习理论及应用
报告摘要：报告将讨论大回归模型的自适应学习问题。此处所指的大回归模型，是指具有大量或无限未知参数的回归模型。这类模型不仅可以处理非参数化系统问题，而且可以处理传统方法难以处理的参数化模型问题。报告将提出一种两阶段投影递归学习算法，并在输入数据满足较弱的激励条件下，证明该算法的全局收敛性与收敛速率。此外，在无需数据的任何激励条件下, 通过建立自适应预测的累积遗憾的渐近上界，给出输出预测精度的理论保障。值得指出，这项工作源于司法量刑问题的实际研究需求，所给出的理论与算法可以应用于包括量刑问题在内的许多问题研究。
Keynote Speech Ⅱ
Prof. Yaochu Jin
IEEE Fellow
Westlake University, China
Brief Introduction to Prof. Yaochu Jin: Prof Jin’s research interests include trustworthy artificial intelligence and artificial general intelligence. He has been working in the cross-disciplinary areas of computational intelligence, computational neuroscience and computational systems biology, such as evolutionary optimization and learning, secure and privacy-preserving machine learning and optimization, graph neural network based combinatorial optimization, pretrained generative models for optimization, spiking neural networks and neural plasticity, computational modeling of neural and morphological development, morphogenetic self-organizing swarm robots and reconfigurable modular robots, artificial life, and evolutionary developmental systems. He has published over 500 papers in IEEE Transactions and major conferences such as CVPR, NeurIPS, ICLR, and ACM MM. His research output has been applied to design optimization of many industrial systems, such as turbine engines, high-lift airfoils, vehicles, and aircraft fuselage, reverse engineering of biological gene regulatory networks, vaccine selection, healthcare, fintech and robotics. His research has been funded by EU FP7, UK EPSRC, UK Royal Society, German BMBF, NSF China, and several companies including Honda, Bosch, Airbus, Huawei and Nvidia.
Prof Jin is presently the President-Elect of the IEEE Computational Intelligence Society and the Editor-in-Chief of Complex & Intelligent Systems. He was the Editor-in-Chief of the IEEE Transactions on Cognitive and Developmental Systems, an IEEE Distinguished Lecturer in 2013-2015 and 2017-2019, the Vice President for Technical Activities of the IEEE Computational Intelligence Society (2015-2016). He is the recipient of the 2018, 2021 and 2023 IEEE Transactions on Evolutionary Computation Outstanding Paper Award, and the 2015, 2017, and 2020 IEEE Computational Intelligence Magazine Outstanding Paper Award. He was named as a “Highly Cited Researcher” consecutively from 2019 to 2022 by Clarivate. He is a Member of Academia Europaea and Fellow of IEEE, with over 50,000 citations and H-index of 116 (source: Google Scholars).
Keynote Speech Ⅲ
Prof. Hideaki Ishii
IEEE Fellow
The University of Tokyo, Japan
Brief Introduction to Prof. Hideaki Ishii: Hideaki Ishii received the M.Eng. degree from Kyoto University, Japan, in 1998, and the Ph.D. degree from the University of Toronto, Canada, in 2002. He was a Postdoctoral Research Associate at the University of Illinois at Urbana-Champaign, USA, in 2001-2004, and a Research Associate at The University of Tokyo, Japan, in 2004-2007. He was an Associate Professor and then a Professor at the Tokyo Institute of Technology, Japan, in 2007-2024. Currently, he is a Professor at the Department of Information Physics and Computing, The University of Tokyo, Japan. He was a Humboldt Research Fellow at the University of Stuttgart in 2014-2015. He has also held visiting positions at CNR-IEIIT at the Politecnico di Torino, the Technical University of Berlin, and the City University of Hong Kong. His research interests include networked control systems, multiagent systems, distributed algorithms, and cyber-security of control systems.
Dr. Ishii has served as an Associate Editor for Automatica, the IEEE Control Systems Letters, the IEEE Transactions on Automatic Control, the IEEE Transactions on Control of Network Systems, and the Mathematics of Control, Signals, and Systems. He was a Vice President for the IEEE Control Systems Society (CSS) in 2022-2023, the Chair of the IFAC Coordinating Committee on Systems and Signals in 2017-2023, and the Chair of the IFAC Technical Committee on Networked Systems for 2011-2017. He served as the IPC Chair for the IFAC World Congress 2023 held in Yokohama, Japan. He received the IEEE Control Systems Magazine Outstanding Paper Award in 2015. Dr. Ishii is an IEEE Fellow.
Keynote Speech Ⅳ
Prof. Zuyi Li
IEEE Fellow
Zhejiang University, China
Brief Introduction to Prof. Zuyi Li: Dr. Zuyi Li is currently the Qiushi Chair Professor of the College of Electrical Engineering at Zhejiang University and the Executive Director of the Energy Internet Research Center of Zhejiang University. He was previously the Grainger Chair Professor of the Department of Electrical and Computer Engineering at the Illinois Institute of Technology (IIT) and Associate Director of the Galvin Center for Electricity Innovation at IIT. He was elevated to a Fellow of the Institute of Electrical and Electronics Engineers (IEEE Fellow) for his contributions to functional microgrid design and microgrid cybersecurity analyses. His research interests include economic, secure and low-carbon operation of power systems, intelligent dispatch of new power systems, electricity markets, microgrids and interconnected microgrids, and integrated energy systems. He co-led the design, implementation and operation of the world's first 10MW campus microgrid, the IIT Microgrid, and the design and control of the world's first 20MW interconnected microgrid. His paper has been cited more than 20,000 times on Google Scholar.