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Tutorial Videos on and around Differential Privacy

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Aaron Roth and I organized a workshop on “Differential Privacy Across Computer Science” at DIMACS in the fall. Videos from the tutorials are now up (presumably they have been for a while, but I did not know it).
http://dimacs.rutgers.edu/Workshops/DifferentialPrivacy/Slides/slides.html
The tutorial speakers covered connections between DP and a range of areas:

  • Moritz Hardt: Differential private algorithms via learning theory
  • Gerome Miklau: Query optimization techniques from the DB community
  • Benjamin Pierce: Using PL techniques to automate and verify proofs of privacy
  • Aaron Roth: Game-theoretic perspectives on privacy
All four talks were excellent, and they are a great resource for people (interested in) getting into the field.
Those talks all assume at least passing familiarity with differential privacy. For a gentler introduction, my tutorial from CRYPTO 2012 is online. The first third or so of the talk is not on differential privacy at all, but rather surveys the attacks and privacy breaches that motivated approaches such as differential privacy.
Watching the video, I realize that my talk was very slow-paced, so you may prefer to just read the slides (or maybe watch the video at 2x ?):
Comments on any of the tutorials are welcome.

Written by adamdsmith

February 8, 2013 at 2:21 pm

DIMACS Workshop on Differential Privacy

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Aaron Roth and I are running a 3 day interdisciplinary workshop on differential privacy at DIMACS (Rutgers), on October 24-26. This is immediately following FOCS, which is being held nearby, in downtown New Brunswick. The workshop will begin with a day of tutorials on differential privacy as understood in various communities (theory, databases, programming languages, and game theory), and will continue with two days of research talks and discussion.

Details of the workshop can be found here: http://dimacs.rutgers.edu/Workshops/DifferentialPrivacy/
 (n.b.: some extra speakers have confirmed who are not yet on the web page).

As part of the program, we will also have a session of short (5-10 minute) talks from students, postdocs, and other interested parties. We encourage submission of abstracts for short talks. The solicitation is below.

See you all in October!
Aaron and Adam

DIMACS Workshop on Differential Privacy across Computer Science
October 24-26, 2012
(immediately after FOCS 2012)

Call for Abstracts — Short Presentations

The upcoming DIMACS workshop on differential privacy will feature invited talks by experts from a range of areas in computer science as well as short talks (5 to 10 minutes) by participants.

Participants interested in giving a short presentation should send an email to asmith+dimacs@psu.edu containing a proposed talk title, abstract, and the speaker’s name and affiliation. We will try to
accommodate as many speakers as possible, but

a) requests received before October 1 will get full consideration
b) priority will be given to junior researchers, so students and postdocs should indicate their status in the email.

More information about the workshop:

The last few years have seen an explosion of results concerning differential privacy across many distinct but overlapping communities in computer science: Theoretical Computer Science, Databases, Programming Languages, Machine Learning, Data Mining, Security, and Cryptography. Each of these different areas has different priorities and techniques, and despite very similar interests, motivations, and choice of problems, it has become difficult to keep track of this large literature across so many different venues. The purpose of this workshop is to bring researchers in differential privacy across all of these communities together under one roof to discuss recent results and synchronize our understanding of the field. The first day of the workshop will include tutorials, representing a broad cross-section of research across fields. The remaining days will be devoted to talks on the exciting recent results in differential privacy across communities, discussion and formation of interesting open problems, and directions for potential inter-community collaborations.

A tentative program and registration information can be found at
http://dimacs.rutgers.edu/Workshops/DifferentialPrivacy/

Written by adamdsmith

September 17, 2012 at 9:43 am