Combinatorics Seminar
When: Sunday, December 12, 10am
Where: Schreiber 309
Speaker: Amin Coja-Oghlan, University of Warwick
Title: On Belief Propagation Guided Decimation for random
k-SAT
Abstract:
Random k-SAT instances are challenging benchmarks for SAT-solving
algorithms. Physicists have put forward an algorithm called Belief
Propagation guided decimation that harnesses the Belief
Propagation
technique from AI in order to construct satisfying assignments.
Experiments indicate that this algorithm far outperforms other SAT
solvers such as Walksat or zChaff for k=3,4,5. I am going to
present
the first rigorous analysis of BP guided decimation, showing that
for larger k (the basic version of) this algorithm does not
outperform other, simpler ones.