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The entropy of lies: playing twenty questions with a liar

Talkat ITCS 2021 · 2021-01-06..01-08
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Distributional 20 Questions with up to K lies requires on average H(mu) + K·H2(mu) yes/no queries, where H(mu) + K·H2(mu) is tight (matching lower bound up to lower-order terms) and H2(mu)=Σ p_i·log log(1/p_i). The procedure is an efficient comparison-query binary search that flags suspicious answers, uses 2K+1 majority verification to correct lies, and yields a noisy-sorting corollary replacing the K·log n penalty by K·H2 of the permutation prior.

AI-written summary · about

  1. 0:00Intro
  2. 0:26The Twenty questions game
  3. 2:43Distributional Twenty questions game
  4. 3:41A possible question-asking strategy
  5. 4:30Optimal strategy (distributional, no lies)
  6. 5:40Distributional Twenty questions with lies
  7. 6:30Optimal cost (#questions) in different set
  8. 8:28Application: sorting via comparison queste
  9. 10:03Upper bound
  10. 10:27Binary search on a line Gilbert, Moore's
  11. 13:59Correcting lies
  12. 17:30Algorithm (sketch)
  13. 20:29Lower bound - with lies
  14. 22:43Conclusion
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