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Some easy optimization problems have the overlap-gap property
Date
Mon November 18th 2024, 4:00pm
Location
Sequoia 200
Speaker
Shuangping Li, Stanford Statistics
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.