~/talk

SOS and the Dreaded Bit-complexity

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slides:none on file

Claims that degree-D Sum-of-Squares proofs are computable in n^{O(D)} time are misleading: semidefinite feasibility suffers big-R / little-r bit-size issues, there are feasible SDPs whose only rational witnesses are irrational or lie doubly exponentially far from the origin, and some degree-2 SOS instances require doubly exponential coefficients to certify constant additive error. Ellipsoid plus a separation oracle still works for LPs but SDP/SOS needs PSPACE-level decision procedures in general; however optimization over the Boolean hypercube or sphere admits the usual low-degree SOS algorithms.

AI-written summary · about

  1. 0:00Intro
  2. 1:20False statements
  3. 2:05Linear Programming
  4. 4:42Ellipsoid
  5. 6:02Ellipsoid Algorithm
  6. 8:27Summary
  7. 9:36Double Bonus
  8. 11:08CPS
  9. 18:02SOS
  10. 24:38Good news
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