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Data Privacy: Foundations and Applications Reunion
Program
Data Privacy: Foundations and Applications
Location
Calvin Lab auditorium
Date
Monday, Mar. 14
–
Friday, Mar. 18, 2022
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Schedule
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The Workshop
Schedule
All talks are listed in Pacific Daylight Time. Schedule subject to change.
Monday, Mar. 14, 2022
8
–
8:20 a.m.
Privacy and Complex Learning Models
9
–
9:25 a.m.
Coffee and Check-In
9:25
–
9:30 a.m.
Opening Remarks
9:30
–
10:30 a.m.
Privacy and Complex Learning Models
Abhradeep Thakurta (Google)
,
Thomas Steinke (Google)
10:30
–
11 a.m.
Break
11
–
11:25 a.m.
DP-FTRL in Practice
Om Thakkar (Google)
11:30
–
11:55 a.m.
Label Differential Privacy
Ilya Mironov (Facebook AI)
11:55 a.m.
–
2 p.m.
Lunch
1:50
–
1:55 p.m.
Protocols
2
–
2:25 p.m.
Differentially Private Fine-tuning of Language Models
Jana Kulkarni (Microsoft Research)
2:30
–
2:55 p.m.
Can Two Walk Together: Privacy Enhancing Methods and Preventing Tracking Of Users
Moni Naor (Weizmann Institute of Science)
3
–
3:25 p.m.
Break
3:30
–
3:55 p.m.
Secret-Shareable Compression of Local Randomizers
Kunal Talwar (Apple)
4
–
4:25 p.m.
Hiding Among The Clones: A Simple And Nearly Optimal Analysis Of Privacy Amplification By Shuffling
Vitaly Feldman (Apple)
4:25
–
5 p.m.
Reception
Tuesday, Mar. 15, 2022
8
–
8:55 a.m.
High-dimensional Estimation with Robustness and Privacy
9:15
–
9:45 a.m.
Coffee and Check-In
9:45
–
10:45 a.m.
Differential Privacy in High-Dimensional Statistics
Jonathan Ullman (Northeastern University)
10:45
–
11 a.m.
Break
11
–
11:25 a.m.
Efficient Mean Estimation with Pure Differential Privacy via a Sum-Of-Squares Exponential Mechanism
Gautam Kamath (University of Waterloo)
11:30
–
11:55 a.m.
Differential Privacy over Riemannian Manifolds
Matthew Reimherr (Penn State University)
11:55 a.m.
–
2 p.m.
Lunch
2
–
2:25 p.m.
Non-Euclidean Differentially Private Stochastic Convex Optimization
Cristóbal Guzmán (University of Twente)
2:30
–
2:55 p.m.
Differential Privacy for Black Boxes
Paul Laskowski (UC Berkeley)
3
–
3:25 p.m.
Break
3:30
–
3:55 p.m.
Multiclass PAC Learning under Differential Privacy
Mark Bun (Boston University)
Wednesday, Mar. 16, 2022
8:05
–
8:20 a.m.
Private Statistics at Small Scales
9
–
9:30 a.m.
Coffee and Check-In
9:30
–
10 a.m.
What Tools Are We Missing For Inference From Differentially Private Outputs
Adam Smith (Boston University)
10
–
10:30 a.m.
Quantifying Uncertainty with Privacy
Audra McMillan (Apple)
10:30
–
11 a.m.
Break
11
–
11:25 a.m.
Differentially Private Heavy-Tailed Synthetic Data
Seša Slavković (Pennsylvania State University)
11:30
–
11:55 a.m.
Mean Estimation with User-Level Privacy under Data Heterogeneity
Rachel Cummings (Georgia Institute of Technology)
11:55 a.m.
–
2 p.m.
Lunch
2
–
2:25 p.m.
Differentially Private Sampling from Distributions
Sofya Raskhodnikova (Boston University)
2:30
–
2:55 p.m.
Attacks on De-ID's Defenses
Aloni Cohen (Boston University)
3
–
3:25 p.m.
Break
3:30
–
4:30 p.m.
A Discussion of Data Co-Ops
Katrina Ligett (Hebrew University of Jerusalem)
,
Kobbi Nissim (Georgetown University)
4:30
–
6 p.m.
Hike! (Starting from Calvin Lab - weather pending)
Thursday, Mar. 17, 2022
8:05
–
8:20 a.m.
Implementations and the Census
9
–
9:30 a.m.
Coffee and Check-In
9:30
–
9:55 a.m.
Negotiating Privacy and Fitness for Use in Recent DP Deployments at Federal Statistical Agencies
Ashwin Machanavajjhala (Duke University)
10
–
10:25 a.m.
Designing an Open-Source Platform for Differentially Private Analytics That Is Usable, Scalable, and Extensible
Michael Hay (Colgate University)
10:30
–
11 a.m.
Break
11
–
11:25 a.m.
Protecting Privacy in Practice
Frauke Kreuter (UMD and LMU Munich)
11:30
–
11:55 a.m.
Disparate Impact of Uncertainty (and Privacy) on Formula Funding
Steven Wu (Carnegie Mellon University)
11:55 a.m.
–
2 p.m.
Lunch
2
–
2:25 p.m.
TBD
Ryan Rogers (LinkedIn)
2:30
–
2:55 p.m.
Quantum Technologies: Hype and Reality
Chris Hoofnagle (UC Berkeley)
3
–
3:25 p.m.
Break
3:30
–
4:30 p.m.
Rump Session (short talks, to be decided online during the workshop)
Friday, Mar. 18, 2022
8:10
–
8:15 a.m.
Fairness
9
–
9:30 a.m.
Coffee and Check-In
9:30
–
10:30 a.m.
Loss Minimization and m=Multi-group Fairness
Parikshit Gopalan (VMWare)
10:30
–
11 a.m.
Break
11
–
11:25 a.m.
Universal Adaptability
Michael Kim (UC Berkeley)
11:30
–
11:55 a.m.
Scaffolding Sets
Zhun Deng (Harvard University)
12
–
12:25 p.m.
Schrödinger’s Cactus: Differential Private Mechanisms in the Large-Composition Regime
Flavio Calmon (Harvard University)
12:25
–
2 p.m.
Lunch
2
–
3:30 p.m.
Discussion Group
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