Videos

Start date cannot be after end date.
Systematically Generating Hierarchies of Machine-Learning Models, from Equation Discovery to Deep Neural Networks Thumbnail

Systematically Generating Hierarchies of Machine-Learning Models, from Equation Discovery to Deep Neural Networks

Presenter
  • Tom Beucler
November 4, 2022
IMSI
Using data-driven predictions to constrain climate model uncertainty in the time remaining until critical global warming thresholds are reached Thumbnail

Using data-driven predictions to constrain climate model uncertainty in the time remaining until critical global warming thresholds are reached

Presenter
  • Noah Diffenbaugh
September 20, 2022
IMSI
Stochastic optimal control, free boundaries, and neural networks Thumbnail

Stochastic optimal control, free boundaries, and neural networks

Presenter
  • Max Reppen
December 6, 2021
IMSI
Recent Advances in Topology-Based Graph Classification Thumbnail

Recent Advances in Topology-Based Graph Classification

Presenter
  • Bastian Rieck
April 30, 2021
IMSI
Computational Complexity of Learning ReLUs Thumbnail

Computational Complexity of Learning ReLUs

Presenter
  • Surbhi Goel
April 15, 2021
IMSI

An Information Theoretic Approach to Validate Deep Learning-Based Algorithms

Presenter
  • Gitta Kutyniok
April 10, 2021
ICERM
A Framework For Differentiable Discovery Of Graph Algorithms Thumbnail

A Framework For Differentiable Discovery Of Graph Algorithms

Presenter
  • Le Song
February 23, 2021
IPAM
Modularity, Attention and Credit Assignment: Efficient information dispatching in neural computations Thumbnail

Modularity, Attention and Credit Assignment: Efficient information dispatching in neural computations

Presenter
  • Anirudh Goyal
April 16, 2020
IAS
Towards demystifying over-parameterization and early stopping in deep learning Thumbnail

Towards demystifying over-parameterization and early stopping in deep learning

Presenter
  • Mahdi Soltanolkotabi
May 1, 2019
IPAM
Geometric surprises in modern machine learning Thumbnail

Geometric surprises in modern machine learning

Presenter
  • Andrea Montanari
April 30, 2019
IPAM
Deep Geometric Matrix Completion: a Geometric Deep Learning approach to Recommender Systems Thumbnail

Deep Geometric Matrix Completion: a Geometric Deep Learning approach to Recommender Systems

Presenter
  • Federico Monti
February 7, 2018
IPAM
Deep learning in medical imaging: Techniques for image reconstruction, super-resolution and segmentation Thumbnail

Deep learning in medical imaging: Techniques for image reconstruction, super-resolution and segmentation

Presenter
  • Daniel Rueckert
February 6, 2018
IPAM