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Talk
Sun Aug 06 05:30 PM -- 05:48 PM (PDT) @ C4.8
The loss surface of deep and wide neural networks
In Deep learning theory 1
Quynh Nguyen · Matthias Hein
[ PDF]  [ ss Summary/Notes]  [ Video] 
Talk
Sun Aug 06 05:48 PM -- 06:06 PM (PDT) @ C4.8
Neural Taylor Approximations: Convergence and Exploration in Rectifier Networks
In Deep learning theory 1
David Balduzzi · Brian McWilliams · Tony Butler-Yeoman
[ PDF]  [ ss Summary/Notes]  [ Video] 
Talk
Sun Aug 06 06:06 PM -- 06:24 PM (PDT) @ C4.8
Sharp Minima Can Generalize For Deep Nets
In Deep learning theory 1
Laurent Dinh · Razvan Pascanu · Samy Bengio · Yoshua Bengio
[ PDF]  [ ss Summary/Notes]  [ Video] 
Talk
Sun Aug 06 06:24 PM -- 06:42 PM (PDT) @ C4.8
Geometry of Neural Network Loss Surfaces via Random Matrix Theory
In Deep learning theory 1
Jeffrey Pennington · Yasaman Bahri
[ PDF]  [ ss Summary/Notes]  [ Video] 
Talk
Sun Aug 06 06:42 PM -- 07:00 PM (PDT) @ C4.8
The Shattered Gradients Problem: If resnets are the answer, then what is the question?
In Deep learning theory 1
David Balduzzi · Marcus Frean · Wan-Duo Ma · Brian McWilliams · Lennox Leary · John Lewis
[ PDF]  [ ss Summary/Notes]  [ Video]