Videos

Introductory Workshop: Probability and Statistics of Discrete Structures: Some easy optimization problems have the overlap-gap property

Presenter
January 27, 2025
Keywords:
  • Network models and random graphs
  • statistcal learning and network inference
  • counting and sampling discrete structures
  • dynamics on networks
  • probabilistic analysis of network algorithms
MSC:
  • 05C80 - Random graphs (graph-theoretic aspects)
  • 60C05 - Combinatorial probability
Abstract
We show that the shortest s-t path problem has the overlap-gap property in (i) sparse G(n,p) graphs and (ii) complete graphs with i.i.d. Exponential edge weights. Furthermore, we demonstrate that in sparse G(n,p) graphs, shortest path is solved by O(log n)-degree polynomial estimators, and a uniform approximate shortest path can be sampled in polynomial time. This constitutes the first example in which the overlap-gap property is not predictive of algorithmic intractability for a (non-algebraic) average-case optimization problem. This is based on joint work with Tselil Schramm.