Videos

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Trainability and accuracy of artificial neural networks Thumbnail

Trainability and accuracy of artificial neural networks

Presenter
  • Eric Vanden-Eijnden
November 18, 2019
IPAM
Overcoming gradient pathologies in constrained neural networks Thumbnail

Overcoming gradient pathologies in constrained neural networks

Presenter
  • Paris Perdikaris
October 29, 2019
IPAM
Optimization Landscape and Two-Layer Neural Networks Thumbnail

Optimization Landscape and Two-Layer Neural Networks

Presenter
  • Rong Ge
October 23, 2019
IAS
On Large Deviation Principles for Large Neural Networks Thumbnail

On Large Deviation Principles for Large Neural Networks

Presenter
  • Joan Bruna
October 16, 2019
IAS
Towards a theoretical foundation of neural networks Thumbnail

Towards a theoretical foundation of neural networks

Presenter
  • Jason Lee
October 16, 2019
IAS
Emergent linguistic structure in deep contextual neural word representations Thumbnail

Emergent linguistic structure in deep contextual neural word representations

Presenter
  • Chris Manning
October 15, 2019
IAS
Solving Quantum Many-Body Problems with Deep Neural Networks Thumbnail

Solving Quantum Many-Body Problems with Deep Neural Networks

Presenter
  • Han Pu
September 27, 2019
IPAM
Generalizing Hamiltonian Monte Carlo with Neural Networks Thumbnail

Generalizing Hamiltonian Monte Carlo with Neural Networks

Presenter
  • Jascha Sohl-Dickstein
September 26, 2019
IPAM
A Numerical Analysis Perspective on Deep Neural Networks Thumbnail

A Numerical Analysis Perspective on Deep Neural Networks

Presenter
  • Lars Ruthotto
September 25, 2019
IPAM
Bounding and Counting Linear Regions of Deep Neural Networks Thumbnail

Bounding and Counting Linear Regions of Deep Neural Networks

Presenter
  • Thiago Serra
May 23, 2019
IPAM
Statistical Relational Learning with Graph Neural Networks Thumbnail

Statistical Relational Learning with Graph Neural Networks

Presenter
  • Mathias Niepert
May 22, 2019
IPAM
A theoretical look at adversarial examples: a perspective from high-dimensional geometry Thumbnail

A theoretical look at adversarial examples: a perspective from high-dimensional geometry

Presenter
  • Tom Goldstein
May 21, 2019
IPAM