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Adaptive Data Analysis
Program
Summer Cluster: Algorithmic Fairness
Location
Calvin Lab Auditorium
Date
Tuesday, July 24
–
Wednesday, July 25, 2018
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Workshop & Symposia
Adaptive Data Analysis
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The Workshop
Schedule
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Videos
Click on the titles of individual talks for abstract, slides and archived video.
Tuesday, July 24, 2018
9
–
10 a.m.
TUTORIAL: Algorithmic Approaches to Preventing Overfitting in Adaptive Data Analysis I
Aaron Roth (University of Pennsylvania)
10
–
10:30 a.m.
Break
10:30
–
11:30 a.m.
TUTORIAL: Algorithmic Approaches to Preventing Overfitting in Adaptive Data Analysis II
Adam Smith (Boston University)
11:30 a.m.
–
12:10 p.m.
Controlling FDR While Sorting Through Discoveries
Chiara Sabatti (Stanford University)
12:10
–
1:30 p.m.
Lunch
1:30
–
2:10 p.m.
Generalization for Adaptively-chosen Estimators via Stable Median
Thomas Steinke (IBM Almaden)
2:10
–
2:40 p.m.
The Everlasting Database: Statistical Validity at a Fair Price
Blake Woodworth (Toyota Technological Institute at Chicago)
2:40
–
3 p.m.
Break
3
–
3:40 p.m.
Information-theoretic Analysis of Algorithmic Stability
Max Raginsky (UIUC)
3:40
–
4:10 p.m.
Moritz Hardt
4:10
–
4:30 p.m.
Break
4:30
–
5:30 p.m.
Impromptu Short Talks & Discussions (James, Pragya, Robin)
James Zou (Stanford University)
7
–
9 p.m.
Group Dinner (Henry's at The Graduate Hotel)
Wednesday, July 25, 2018
9
–
10 a.m.
TUTORIAL: Recent Developments in Selective Inference I
Snigdha Panigrahi (Stanford University)
10
–
10:30 a.m.
Break
10:30
–
11:30 a.m.
TUTORIAL: Recent Developments in Selective Inference II
Snigdha Panigrahi (Stanford University)
11:30 a.m.
–
12:10 p.m.
Minimax Rates for Batched Stochastic Optimization
John Duchi (Stanford University)
12:10
–
1:30 p.m.
Lunch
1:30
–
2:10 p.m.
AdaPT: An Interactive Procedure for Multiple Testing with Side Information
Will Fithian (UC Berkeley)
2:10
–
2:40 p.m.
Private False Discovery Rate Control, with Insights into Good Dependence Structures of p-values
Weijie Su (University of Pennsylvania)
2:40
–
3 p.m.
Break
3
–
3:40 p.m.
How to Use Heuristics for Differential Privacy
Aaron Roth (University of Pennsylvania)
3:40
–
4:10 p.m.
Bayesian Models and Information Symmetry in Adaptive Data Analysis
Adam Smith (Boston University)
4:10
–
4:50 p.m.
Calibrating Noise to Variance in Adaptive Data Analysis
Vitaly Feldman (Google Brain)
4:50
–
5 p.m.
Break
5
–
6:30 p.m.
Impromptu Short Talks & Discussions (Om, Michael, Ludwig)
James Zou (Stanford University)
7
–
9 p.m.
Group Dinner (Great China Restaurant)
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