Special Session 125: Analysis, Algorithms, and Applications of Neural Networks
Organizer(s): Juncai He , Xinliang Liu , Jinchao Xu

Parallel Session 15 :: Thursday, 12/19, 15:15-17:15                Capital Suite 9
15:15-15:45	Fei Wang (Xi`an Jiaotong University, Peoples Rep of China)  Adaptive Growing Randomized Neural Networks for Solving Partial Differential Equations

16:15-16:45

Ruchi Guo (Sichuan University, Peoples Rep of China)  Structure-conforming Operator Learning for Geometric Inverse Problems

16:45-17:15

Pengzhan Jin (Peking University, Peoples Rep of China)  A deformation-based framework for learning solution mappings of PDEs defined on varying domains

Parallel Session 16 :: Thursday, 12/19, 17:30-19:30                 Capital Suite 9
17:30-18:00	Yaoyu Zhang (Shanghai Jiao Tong University, Peoples Rep of China)  Optimistic Sample Size Estimate for Deep Neural Networks

18:00-18:30

Yuwen Li (Zhejiang University, Peoples Rep of China)  Entropy-based convergence rates of greedy algorithms

18:30-19:00

Boou Jiang (The King Abdullah University of Science and Technology, Peoples Rep of China)  DualFL-CS: an accelerated, inexact, and parallel coordinate descent method for federated learning

Parallel Session 17 :: Friday, 12/20, 8:00-9:30                  Capital Suite 9
8:00-8:30	Yongqiang Cai (Beijing Normal University, Peoples Rep of China)  Neural network, dynamical system and formal language

8:30-9:00

Tong Mao (King Abdullah University of Science and Technology, Saudi Arabia)  Expressivity and Approximation Properties of Deep Neural Networks with ReLUk Activation

9:00-9:30

Juncai He (The King Abdullah University of Science and Technology, Saudi Arabia)  Neural Networks and Operators Based on Convolution and Multigrid Structure