~/talk

Exponential improvements to the average-case hardness of random circuits

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Claims an exponential improvement in robustness for estimating output probabilities of random circuits and BosonSampling, tightening the error from essentially 2^{-n} to matching the first two exponent terms e^{-n log n - n - n^{ε}} and leaving only an O(log n) gap; introduces new tools—dilution, coefficient extraction, rare events lemmas—that reduce polynomial degree and extrapolation distance; proves a first nontrivial average-case sampling hardness that rules out any classical sampler that succeeds on all but a 2^{-N^{1/3}} fraction of inputs; constructions overcome depth and JSV barriers and rely on anti-concentration and Gaussian-shift tails.

AI-written summary · about

  1. 0:00Introduction
  2. 0:42Why sampling from random circuits is fascinating
  3. 4:34Unproven conjectures
  4. 6:18Status of proof
  5. 8:20Why is progress so difficult
  6. 8:58Hardness of sampling
  7. 14:05Worst to average case reduction
  8. 16:54New tools
  9. 17:32Dilution
  10. 24:40Depth Barrier
  11. 26:35Permanent
  12. 29:47JSV barrier
  13. 31:38Improving robustness
  14. 34:05Key idea
  15. 37:15Technical details
  16. 40:15Questions
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