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Privacy and the Science of Data Analysis
Program
Data Privacy: Foundations and Applications
Location
Calvin Lab auditorium
Date
Monday, Apr. 8
–
Friday, Apr. 12, 2019
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Click on the titles of individual talks for abstract, slides and archived video.
Monday, Apr. 8, 2019
9
–
9:30 a.m.
Coffee and Check-In
9:30
–
9:45 a.m.
Opening Remarks
9:45
–
10:30 a.m.
Locally Private Bayesian Inference for Count Models
Steven Wu (University of Minnesota Twin Cities)
10:30
–
11:15 a.m.
Finite Sample Differentially Private Confidence Intervals
Vishesh Karwa (Temple University)
11:15
–
11:30 a.m.
Break
11:30 a.m.
–
12:15 p.m.
Differential Privacy with Elliptical Stochastic Processes
Matthew Reimherr (Pennsylvania State University)
12:15
–
2 p.m.
Lunch
2
–
2:45 p.m.
Robust Statistics and Bias Correction: Ideas for Differential Privacy and Utility
Carlo Molinari (Pennsylvania State University)
2:45
–
3:15 p.m.
Break
3:15
–
4 p.m.
Differentially Private Inference for Binomial Data
Jordan Awan (Pennsylvania State University)
4
–
4:45 p.m.
The Structure of Optimal Private Tests for Simple Hypotheses
Audra McMillan (Boston University)
4:45
–
6 p.m.
Reception
Tuesday, Apr. 9, 2019
8:30
–
9 a.m.
Coffee and Check-In
9
–
10 a.m.
Practical Difficulties in the Application of Differential Privacy for the Release of Large-Scale Public Data Products
Philip LeClerc (U.S. Census Bureau)
10
–
10:45 a.m.
Shrinkwrap: Differentially-Private Query Processing in Private Data Federations
Johes Bater (Northwestern University)
10:45
–
11:15 a.m.
Break
11:15 a.m.
–
12 p.m.
Analyzing Administrative Data with Privacy Protection in Place
Frauke Kreuter (University of Maryland)
12
–
12:45 p.m.
Differentially Private Inference for Regression Coefficients
Andrés Felipe Barrientos (Duke University)
12:45
–
2:15 p.m.
Lunch
2:15
–
3 p.m.
Node Privacy, High-dimensional Graph Summaries, and Block Models
Adam Smith (Boston University)
3
–
3:45 p.m.
Optimality in Locally Private Estimation and Learning
John Duchi (Stanford University)
3:45
–
4:15 p.m.
Break
4:15
–
5:30 p.m.
PANEL: Statistical Theory, Privacy and Data Analysis
Aleksandra Slavkovic (Pennsylvania State University)
,
Anand Sarwate (Rutgers University)
,
Thomas Steinke (IBM Almaden)
,
I
,
Bin Yu (UC Berkeley)
,
Yu-Xiang Wang
Wednesday, Apr. 10, 2019
8:30
–
9 a.m.
Coffee and Check-In
9
–
9:45 a.m.
Differentially Private Change-Point Detection
Rachel Cummings (Georgia Institute of Technology)
9:45
–
10:30 a.m.
Bandit Learning under Differential Privacy
Or Sheffet (University of Alberta)
10:30
–
11 a.m.
Break
11
–
11:45 a.m.
Pufferfish Privacy Mechanisms for Correlated Data
Shuang Song (Google)
11:45 a.m.
–
1:15 p.m.
Lunch
1:15
–
2 p.m.
Black-box Random Differential Privacy with Sensitivity Sampling
Ben Rubinstein (Melbourne University)
2
–
2:45 p.m.
The Privacy Blanket of the Shuffle Model
Borja Balle (Amazon)
2:45
–
3:15 p.m.
Break
3:15
–
4:30 p.m.
Open Problem Session
Mark Bun (Princeton University)
Thursday, Apr. 11, 2019
8:30
–
9 a.m.
Coffee and Check-In
9
–
9:45 a.m.
Locally Private Statistical Inference: Communication, Samples, and Shared Randomness
Jayadev Acharya (Cornell University)
9:45
–
10:30 a.m.
Privacy Amplification by Sampling and Renyi Differential Privacy
Yu-Xiang Wang (UC Santa Barbara)
10:30
–
11 a.m.
Break
11
–
11:45 a.m.
Private Meta-Selection
Kunal Talwar (Apple Inc)
11:45 a.m.
–
12:15 p.m.
Learning without Interaction Requires Separation
Vitaly Feldman (Apple)
12:15
–
1:45 p.m.
Lunch
1:45
–
2:30 p.m.
Private Boosting and Noise-tolerant Learning
Mark Bun (Princeton University)
2:30
–
3:15 p.m.
Private Center Points and Learning of Halfspaces
Amos Beimel (Ben Gurion University)
3:15
–
3:45 p.m.
Break
3:45
–
4:30 p.m.
Federated Heavy Hitters Discovery with Differential Privacy
Peter Kairouz (Google AI)
4:30
–
5:15 p.m.
Private Learning with Auxiliary Public Data
Raef Bassily (Ohio State University)
Friday, Apr. 12, 2019
8:30
–
9 a.m.
Coffee and Check-In
9
–
9:45 a.m.
Is Interaction Necessary for Distributed Private Learning?
Abhradeep Guha Thakurta (UC Santa Cruz)
9:45
–
10:30 a.m.
Groups and Individuals in Fairness and Probability
Cynthia Dwork (Harvard University)
10:30
–
11 a.m.
Break
11
–
11:45 a.m.
Towards a Characterization of Differentially Private Learning
Shay Moran (Technion - Israel Institute for Technology)
11:45 a.m.
–
1:30 p.m.
Lunch
1:30
–
2:15 p.m.
Smooth Sensitivity, Revisited
Thomas Steinke (IBM Almaden)
2:15
–
3 p.m.
On the Power of Interactivity in Local Differential Privacy
Aaron Roth (University of Pennsylvania)
3
–
3:30 p.m.
Break
3:30
–
4:15 p.m.
The Limits of Post-Selection Generalization
Uri Stemmer (Ben Gurion University)
4:15
–
5 p.m.
A Necessary and Sufficient Stability Notion for Adaptive Generalization
Moshe Shenfeld (Hebrew University)
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