Legend: CC  =  Colorado Convention Center   H  = Hyatt Regency Denver at Colorado Convention Center
		
    
Activity Details 
    
        
                
                         
        
            
            
         
     
    
        
             141 *  !  
         
        
             Mon, 7/29/2019,
                10:30 AM -
                12:20 PM  
         
        
            
            CC-607  
     
    
        
            Statistical Understanding of Deep Learning — Invited Papers 
         
     
    
        
            Section on Statistical Learning and Data Science , International Chinese Statistical Association 
         
     
    
    
        
            Organizer(s): Will Wei  Sun, Purdue University 
         
     
    
    
        
            Chair(s): Will Wei  Sun, Purdue University 
         
     
    
                    
                        
                            10:35 AM 
                         
                        
                            Stein Neural Sampler 
                            
                            Guang  Cheng, Purdue Statistics ; Tianyang  Hu, Purdue Statistics; Zixiang  Chen, Tsinghua Statistics; Hanxi  Sun, Purdue Statistics; Jincheng  Bai, Purdue Statistics; Mao  Ye, Purdue Statistics 
                         
                     
                
                    
                        
                            11:00 AM 
                         
                        
                            ALMOND: Adaptive Latent Modeling and Optimization via Neural Networks and Langevin Diffusion 
                            Xiao  Wang, Purdue University ; Yixuan  Qiu, Carnegie Mellon University 
                         
                     
                
                    
                        
                            11:25 AM 
                         
                        
                            Some Statistical Insights into Deep Learning 
                            
                            Hao  Wu, University of Southern California ; Yingying  Fan, University of Southern California; Jinchi  Lv, University of Southern California 
                         
                     
                
                    
                        
                            11:50 AM 
                         
                        
                            Data-Dependent Regularization and Generalization Bounds of Deep Neural Networks 
                            Tengyu  Ma, Stanford University  
                         
                     
                
    
        12:15 PM
     
    
        Floor Discussion