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Probing to minimize

Talkat ITCS 2022 · 2022-01-31..02-03
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Proves the first adaptive approximation for minimizing the minimum-weight element under a knapsack constraint with expected cost at most four times OPT while using budgets larger by a factor about log log M and shows adaptivity can be arbitrarily more powerful than nonadaptive. Key tools are a reduction of expectation to a sum of tail probabilities, solving threshold problems via greedy and an adaptive binary search meta-algorithm, and extensions to sum-of-smallest-K weights with a log^2 K resource augmentation.

AI-written summary · about

  1. 0:00Intro
  2. 0:24What is probing?
  3. 3:26Formal Model
  4. 5:14What is known?
  5. 6:10What is known for MinElement?
  6. 7:45Max vs. Min Asymmetry
  7. 9:26A Common Route
  8. 10:22Hope vs. Reality
  9. 11:31Our results
  10. 15:06Threshold problem example
  11. 17:36The Basic Idea, realized
  12. 19:03Beyond the Basic Idea
  13. 22:01Adaptive Binary Search
  14. 27:15Mink-Knapsack: Proof Intuition
  15. 30:43Conclusion
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