Pseudorandomness from Shrinkage

Speaker: David Zuckerman , Department of Computer Science, The University of Texas at Austin

Date: Tuesday, May 06, 2014

Time: 4:15 PM to 5:15 PM Note: all times are in the Eastern Time Zone

Refreshments: 3:45 PM

Public: Yes

Location: 32-G449

Event Type:

Room Description:

Host: Ankur Moitra

Contact: Holly A Jones, hjones01@csail.mit.edu

Relevant URL: http://toc.csail.mit.edu/node/487

Speaker URL: None

Speaker Photo:
None

Reminders to: seminars@csail.mit.edu, toc@csail.mit.edu, theory-seminars@csail.mit.edu

Reminder Subject: TALK: Pseudorandomness from Shrinkage

Abstract: One powerful theme in complexity theory and pseudorandomness in the past few decades has been the use of lower bounds to give pseudorandom generators (PRGs). However, the general results using this hardness vs. randomness paradigm suffer a quantitative loss in parameters, and hence do not give nontrivial implications for models where we don't know super-polynomial lower bounds but do know lower bounds of a fixed polynomial. We show that when such lower bounds are proved using random restrictions, we can construct PRGs that are essentially best possible without in turn improving the lower bounds.

More specifically, say that a circuit family has shrinkage exponent Gamma if a random restriction leaving a p fraction of variables unset shrinks the size of any circuit in the family by a factor of p^{Gamma + o(1)}. Our PRG uses a seed of length s^{1/(Gamma + 1) + o(1)} to fool circuits in the family of size s. By using this generic construction, we get PRGs with polynomially small error for the following classes of circuits of size s and with the following seed lengths:

1. For de Morgan formulas, seed length s^{1/3+o(1)};
2. For formulas over an arbitrary basis, seed length s^{1/2+o(1)};
3. For read-once de Morgan formulas, seed length s^{.234...};
4. For branching programs of size s, seed length s^{1/2+o(1)}.

The previous best PRGs known for these classes used seeds of length bigger than n/2 to output n bits, and worked only when the size s=O(n).

Joint work with Russell Impagliazzo and Raghu Meka.

Research Areas:

Impact Areas:

See other events that are part of the Theory of Computation Colloquium - 2014.

Created by Holly A Jones Email at Thursday, May 01, 2014 at 2:37 PM.