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Talk
Mon Aug 07 08:30 PM -- 08:48 PM (PDT) @ Parkside 2
Stochastic modified equations and adaptive stochastic gradient algorithms
Qianxiao Li · Cheng Tai · Weinan E
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Talk
Mon Aug 07 08:48 PM -- 09:06 PM (PDT) @ Parkside 2
Dissipativity Theory for Nesterov's Accelerated Method
Bin Hu · Laurent Lessard
[ PDF [ ss Summary/Notes [ Video
Talk
Mon Aug 07 09:06 PM -- 09:24 PM (PDT) @ Parkside 2
An Analytical Formula of Population Gradient for two-layered ReLU network and its Applications in Convergence and Critical Point Analysis
Yuandong Tian
[ PDF [ ss Summary/Notes [ Video
Talk
Mon Aug 07 09:24 PM -- 09:42 PM (PDT) @ Parkside 2
Forward and Reverse Gradient-Based Hyperparameter Optimization
Luca Franceschi · Michele Donini · Paolo Frasconi · Massimiliano Pontil
[ PDF [ ss Summary/Notes [ Video
Talk
Mon Aug 07 09:42 PM -- 10:00 PM (PDT) @ Parkside 2
Adaptive Sampling Probabilities for Non-Smooth Optimization
Hongseok Namkoong · Aman Sinha · Steven Yadlowsky · John Duchi
[ PDF [ ss Summary/Notes [ Video