Goldwasser, Shafi
Pseudodeterministic Algorithms (Invited Talk)
Abstract
In this talk we describe a new type of probabilistic algorithm which we call "Bellagio" Algorithms: a randomized algorithm which is guaranteed to run in expected polynomial time, and to produce a correct and unique solution with high probability. These algorithms are pseudodeterministic: they can not be distinguished from deterministic algorithms in polynomial time by a probabilistic polynomial time observer with black box access to the algorithm.
We show a necessary and sufficient condition for the existence of a
Bellagio Algorithm for an NP relation R: R has a Bellagio
algorithm if and only if it is deterministically reducible to some
decision problem in BPP. Several examples of Bellagio algorithms, for
well known problems in algebra and graph theory which improve on
deterministic solutions, follow.
The notion of pseudodeterministic algorithms (or more generally
computations) is interesting beyond just sequential algorithms. In
particular, it has long been known that it is impossible to solve
deterministically tasks such as "consensus" in a faulty
distributed systems, whereas randomized protocols can achieve
consensus in expected constant time. We thus explore the notion of
pseudodeterministic fault tolerant distributed protocols: randomized
protocols which are polynomial time indistinguishable from
deterministic protocols in presence of faults.
BibTeX  Entry
@InProceedings{goldwasser:LIPIcs:2012:3443,
author = {Shafi Goldwasser},
title = {{Pseudodeterministic Algorithms (Invited Talk)}},
booktitle = {29th International Symposium on Theoretical Aspects of Computer Science (STACS 2012)},
pages = {2929},
series = {Leibniz International Proceedings in Informatics (LIPIcs)},
ISBN = {9783939897354},
ISSN = {18688969},
year = {2012},
volume = {14},
editor = {Christoph D{\"u}rr and Thomas Wilke},
publisher = {Schloss DagstuhlLeibnizZentrum fuer Informatik},
address = {Dagstuhl, Germany},
URL = {http://drops.dagstuhl.de/opus/volltexte/2012/3443},
URN = {urn:nbn:de:0030drops34435},
doi = {http://dx.doi.org/10.4230/LIPIcs.STACS.2012.29},
annote = {Keywords: randomized algorithms, distributed computing, Monte Carlo, Las Vegas}
}
2012
Keywords: 

randomized algorithms, distributed computing, Monte Carlo, Las Vegas 
Seminar: 

29th International Symposium on Theoretical Aspects of Computer Science (STACS 2012)

Related Scholarly Article: 


Issue date: 

2012 
Date of publication: 

2012 