~/talk

Counting and Optimization Using Stable Polynomials

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Shows that for distributions whose generating polynomial is real-stable the log of the set size is approximable by the sum of edge marginals up to a factor-of-two entropy bound and by an additive O(n) error; uses Gurvits-style real-stable generating polynomial arguments, log-concavity and a convex program over marginals solved with a separation oracle when available. Applies to spanning trees, determinantal measures, bipartite matchings via matrix scaling, gives randomized PTAS in some cases but only exponential deterministic guarantees in general.

AI-written summary · about

  1. 0:00Intro
  2. 1:01Let's Count Spanning Trees
  3. 2:25Marginals as Features
  4. 13:32Hyperbolicity/Real Stability
  5. 21:08Back to Counting
  6. 30:02Deterministic Counting
  7. 42:18Bipartite Matching
  8. 45:02Entropic Inequality
  9. 52:04Sketch of Ideas
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