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LP Relaxations for Valued CSPs

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Gives an exact algebraic characterization of when linear-program relaxations solve valued CSPs: the basic LP (BLP) or a bounded Sherali–Adams level is tight iff the language admits certain weighted polymorphisms (fractional, symmetric, or weak near-unanimity), leading to dichotomy theorems and polynomial algorithms for many finite-valued and conservative languages. Uses the BLP/SA hierarchy, algebraic clones and LP duality to build constructive algorithms and hardness reductions; notable collapse: constant levels (often k=2 or 3) suffice. Results are proved and decidability follows in key cases.

AI-written summary · about

  1. 0:00Intro
  2. 1:20St Mean Cut
  3. 2:43Vertex Cover
  4. 4:11VC SPL
  5. 7:50LP accessions
  6. 13:09Relaxation
  7. 13:33Question
  8. 14:44Results
  9. 16:48Polymorphisms
  10. 18:51Weighted polymorphisms
  11. 21:12Gamma functions
  12. 23:59Submodular functions
  13. 25:06Proof lifetime
  14. 29:03Power of shell items
  15. 31:31Proof
  16. 34:10Conservative VCS
  17. 35:17Minimum solution problems
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