nTo date: success with simple fixed policy:
n      Restart search if run-time is greater than x
nOrders of magnitude speedup
Text Box: Time to Solution
Time to Solution
Time expended before restart
100-1000x
Decisom Model for Dynamic Restart Policies
Gomes, et al. 1997
Eric Horvitz, April 5, 2003
This could be very successful in practice. Insights from simulated annealing should be very useful.

The horizontal axis gives different restart rates. The vertical axis gives the time till solution (logarithmic). We see how one can achieve orders of magnitude speedups by choosing the right restart rate.