Miscellaneous Talk

Pseudorandomness Properties of Random Reversible Circuits

December 5, -
Speaker(s): William He

Abstract 

Motivated by cryptography, quantum information theory, and circuit complexity, there has been significant recent progress in the study of random permutations resembling a completely random permutation of n-bit strings. Of particular interest is the case where the measure of "resemblance" is approximation of the k-th moments of the matrix representations. Such random permutations are known as approximate k-wise independent permutations.

In this talk I will discuss some recent results that show that small random reversible circuits compute approximate k-wise independent permutations:

i) We show that a random reversible circuit with \tilde{O}(nk) gates computes a constant-approximate k-wise independent permutation. This result implies a generalization of Shannon's circuit lower bound argument.

ii) We show that a random reversible circuit with \tilde{O}(nk^2) layers of 1D-local gates arranged in a brickwork architecture computes a n exp(-nk)-approximate k-wise independent permutation. Using this, we show that a random reversible circuit with \tilde{O}(\sqrt{n}k^3) layers of 2D-local gates arranged in a brickwork architecture computes a exp(-n^{1/2} k)-approximate k-wise independent permutation.
 
Based on joint works with William Gay (CMU), Lucas Gretta (Berkeley), Nicholas Kocurek (CMU), Ryan O'Donnell (CMU), Angelos Pelecanos (Berkeley).
 

Speaker Bio

William He is a second-year PhD student at CMU, advised by Ryan O'Donnell. Previously, he was an undergraduate student at Duke, advised by Benjamin Rossman and Debmalya Panigrahi. His primary research interests lie in the intersection of probability theory and theoretical computer science, with an emphasis on Markov chain mixing, distribution testing, and quantum information theory.

Contact

Ben Holmgren