Special Session 122: Understanding the Learning of Deep Networks: Expressivity, Optimization, and Generalization
Organizer(s): Shijun Zhang , Feng-Lei Fan , Juncai He
Parallel Session 17 :: Friday, 12/20, 8:00-9:30
Conference Hall B (C)
8:00-8:30
Jun Fan
(Hong Kong Baptist University, Hong Kong)
Functional neural network on infinite-dimensional data
9:00-9:30
Yunwen Lei
(The University of Hong Kong, Peoples Rep of China)
Optimization and Generalization of Gradient Descent for Shallow ReLU Networks
Parallel Session 18 :: Friday, 12/20, 14:00-16:00
Conference Hall B (C)
14:00-14:30
Gen Li
(The Chinese University of Hong Kong, Hong Kong)
Faster Convergence and Acceleration for Diffusion-Based Generative Models
14:30-15:00
Juncai He
(The King Abdullah University of Science and Technology, Saudi Arabia)
On the Expressivity of Neural Networks and Its Applications
15:30-16:00
Shijun Zhang
(The Hong Kong Polytechnic University, Hong Kong)
Overcoming High-Frequency Challenges: From Shallow to Multi-layer Neural Networks