Skip to main content
Search
Utility navigation
Calendar
Contact
Login
MAKE A GIFT
Main navigation
Home
Programs & Events
Research Programs
Workshops & Symposia
Public Lectures
Research Pods
Internal Program Activities
Algorithms, Society, and the Law
People
Scientific Leadership
Staff
Current Long-Term Visitors
Research Fellows
Postdoctoral Researchers
Scientific Advisory Board
Governance Board
Industry Advisory Council
Affiliated Faculty
Science Communicators in Residence
Law and Society Fellows
Participate
Apply to Participate
Plan Your Visit
Location & Directions
Postdoctoral Research Fellowships
Law and Society Fellowships
Science Communicator in Residence Program
Circles
Breakthroughs Workshops and Goldwasser Exploratory Workshops
Support
Annual Fund
Funders
Industrial Partnerships
News & Videos
News
Videos
About
Image
Deep Learning Theory Workshop and Summer School
Program
Summer Cluster: Deep Learning Theory
Location
Calvin Lab Auditorium
Date
Monday, Aug. 1
–
Friday, Aug. 5, 2022
Back to calendar
Breadcrumb
Home
Workshop & Symposia
Schedule
Secondary tabs
The Workshop
Schedule
Videos
Monday, Aug. 1, 2022
9
–
9:25 a.m.
Coffee and Check-In
9:25
–
9:30 a.m.
Opening Remarks
9:30
–
10:30 a.m.
Tutorial: Statistical Learning Theory, Optimization, and Neural Networks I
Spencer Frei (UC Davis)
10:30
–
11 a.m.
Break
11 a.m.
–
12 p.m.
Tutorial: Statistical Learning Theory, Optimization, and Neural Networks II
Spencer Frei (UC Davis)
12
–
1:30 p.m.
Lunch
1:30
–
2:30 p.m.
Understanding the Robustness of Deep Learning
Aditi Raghunathan (Stanford)
2:30
–
3 p.m.
Break
3
–
4 p.m.
Feature Selection with Gradient Descent on Two-layer Networks in Low-rotation Regimes
Matus Telgarsky (New York University)
4
–
6 p.m.
Reception
Tuesday, Aug. 2, 2022
9
–
9:30 a.m.
Coffee and Check-In
9:30
–
10:45 a.m.
Tutorial: Implicit Bias I
Nati Srebro (Toyota Technological Institute at Chicago)
10:45
–
11:15 a.m.
Break
11:15 a.m.
–
12:30 p.m.
Tutorial: Implicit Bias II
Nati Srebro (Toyota Technological Institute at Chicago)
12:30
–
2:30 p.m.
Lunch
2:30
–
3:30 p.m.
The Devil is in the Tails and Other Stories of Interpolation
Niladri Chatterji (UC Berkeley)
3:30
–
4 p.m.
Break
4
–
5 p.m.
Benign, Tempered, or Catastrophic: A Taxonomy of Overfitting
Neil Mallinar (UCSD)
,
Preetum Nakkiran (Apple & UC San Diego)
Wednesday, Aug. 3, 2022
9
–
9:30 a.m.
Coffee and Check-In
9:30
–
10:30 a.m.
Tutorial: Methods from Statistical Physics I
Ahmed El Alaoui (Simons Institute, UC Berkeley )
10:30
–
11 a.m.
Break
11 a.m.
–
12 p.m.
Tutorial: Methods from Statistical Physics II
Ahmed El Alaoui (Simons Institute, UC Berkeley )
12
–
1:30 p.m.
Lunch
1:30
–
2:30 p.m.
Panel: Perspectives on Machine Learning and Statistics
2:30
–
2:45 p.m.
Break
2:45
–
3:45 p.m.
Distribution Shift as Underspecification, and What We Might Do About It
Chelsea Finn (Stanford)
3:45
–
4 p.m.
Break
4
–
5 p.m.
A New Perspective on High-Dimensional Causal Inference
Pragya Sur (Harvard)
Thursday, Aug. 4, 2022
9
–
9:30 a.m.
Coffee and Check-In
9:30
–
10:45 a.m.
Tutorial: Methods from Statistical Physics III
Ahmed El Alaoui (Simons Institute, UC Berkeley )
10:45
–
11:15 a.m.
Break
11:15 a.m.
–
12:30 p.m.
Tutorial: Training & Deploying Multi-Modal Models
Brandon McKinzie (Apple)
12:30
–
2:30 p.m.
Lunch
2:30
–
3:30 p.m.
A Theoretical Framework of Convolutional Kernels on Image Datasets
Song Mei (UC Berkeley)
3:30
–
4 p.m.
Break
4
–
5 p.m.
Universality of Approximate Message Passing on Semi-random Matrices
Subhabrata Sen (Harvard University)
Friday, Aug. 5, 2022
9
–
9:30 a.m.
Coffee and Check-In
9:30
–
10:45 a.m.
When is Scale Enough?
Ethan Dyer (Google Research, Blueshift Team)
10:45
–
11:15 a.m.
Break
11:15 a.m.
–
12:30 p.m.
Deep Learning in Structural Biology and Protein Design: How, Where, and Why
Chloe Hsu (UC Berkeley)
12:15
–
12:20 p.m.
Concluding Remarks
Share this page
Copy URL of this page
link to homepage
Close
Main navigation
Home
Programs & Events
Research Programs
Workshops & Symposia
Public Lectures
Research Pods
Internal Program Activities
Algorithms, Society, and the Law
People
Scientific Leadership
Staff
Current Long-Term Visitors
Research Fellows
Postdoctoral Researchers
Scientific Advisory Board
Governance Board
Industry Advisory Council
Affiliated Faculty
Science Communicators in Residence
Law and Society Fellows
Participate
Apply to Participate
Plan Your Visit
Location & Directions
Postdoctoral Research Fellowships
Law and Society Fellowships
Science Communicator in Residence Program
Circles
Breakthroughs Workshops and Goldwasser Exploratory Workshops
Support
Annual Fund
Funders
Industrial Partnerships
News & Videos
News
Videos
About
Utility navigation
Calendar
Contact
Login
MAKE A GIFT
link to homepage
Close
Search