New Interactions Between Statistics and Optimization

Videos from BIRS Workshop

, UIUC
- 10:02
Two implicit bias proof techniques
Watch video | Download video: 202205230920-Telgarsky.mp4 (236M)
, Cermics/NYU/Flatiron
- 11:14
The role of stochasticity in learning algorithms
Watch video | Download video: 202205231032-Pillaud-Vivien.mp4 (160M)
, Berkeley / Cornell
- 16:15
Social Dynamics of Machine Learning for Decision Making
Watch video | Download video: 202205231533-Liu.mp4 (181M)
, MSR
- 15:17
A convolution property and proof using polynomial representation
Watch video | Download video: 202205241427-Gunasekar.mp4 (244M)
, Toyota Technological Institute at Chicago
- 10:14
Early Stopping, Regularization, Interpolation and Uniform Convergence
Watch video | Download video: 202205250924-Srebro.mp4 (303M)
, University of Oxford
- 16:16
Statistical Complexity of Mirror Descent
Watch video | Download video: 202205251532-Kanade.mp4 (228M)
, NYU
- 10:08
How can kernels help us understand deep architectures?
Watch video | Download video: 202205260925-Bietti.mp4 (171M)
, TTIC
- 11:04
Kernels in high-dimension: implicit regularization, benign overfitting and multiple descent
Watch video | Download video: 202205261019-Misiakiewicz.mp4 (173M)
, Samsung SAIL Montreal
- 12:01
Average-case analysis in optimization
Watch video | Download video: 202205261116-Scieur.mp4 (212M)