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