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Dichotomies for Counting Subgraphs

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Classifies when counting copies of H in G is fixed-parameter tractable: if the class C has bounded matching size (equivalently bounded vertex-cover) the problem is FPT/polynomial-time by brute-forcing the small vertex cover; if C admits arbitrarily large matchings the problem is #W[1]-hard. Proof uses excluded-grid/treewidth machinery to get hardness via grid minors, an FPT reduction from counting k-matchings (exploding vertices creates at most 3^k instances), inclusion–exclusion, and Ramsey-type arguments for induced matchings.

AI-written summary · about

  1. 0:00Dichotomies for counting subgraphs
  2. 2:00Classical classifications
  3. 6:31Parameterized
  4. 23:40Counting colorful subgraphs
  5. 28:29Counting k-matchings is hard
  6. 32:46Vertex explosions, degree 3
  7. 37:06Counting mod 2
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