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Breaking the quadratic gap for strongly polynomial solvers to combinatorial linear programs

Talkat Optimization and Algorithm Design 2023 · 2023-11-27..12-01
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slides:none on file

Claims a concrete speedup: a strongly polynomial interior‑point method breaks the quadratic gap between high‑accuracy and exact solvers for combinatorial LP, cutting the previous m^{ω+2}·log κ dependence down to roughly m^{ω+1}·log κ in the real‑RAM model. It achieves this by a refined layered least‑squares predictor, larger step sizes, finer layering + stronger convergence lemmas, and block‑almost‑orthogonal row decompositions with dynamic matrix updates; the algorithm is deterministic and the analysis yields the stated iteration and runtime bounds.

AI-written summary · about

  1. 0:00Strongly polynomial solvers intro
  2. 2:48Problem definition motivation
  3. 9:21Combinatorial LP solvers state of the art
  4. 17:42Interior point limits
  5. 28:28Straight line complexity insights
  6. 39:44Layered least squares progress
  7. 49:31Faster iterations orthogonalization
  8. 53:56Summary open questions
  9. 59:52Q&A
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