~/talk

A Phase Transition in Linear Cross-Entropy Benchmarking

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Shows that the linear cross-entropy benchmark (XEB) stops tracking fidelity as noise crosses a sharp phase transition: XEB ≈ fidelity for εN ≪ 1 but breaks down above a threshold scaling like C/N (numerics for all-to-all give εN ≈ 0.92). Method maps averaged two-copy quantities to a statistical-mechanics model, analyzes the transfer-matrix eigenvalue spectrum, and verifies results with tensor-network simulations (and Markov checks) of the Hamming-symmetric subspace; above threshold XEB decay becomes noise‑independent while fidelity falls to q^−N.

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  1. 0:00Intro
  2. 0:37Comparing architectures
  3. 2:01Benchmarking
  4. 4:13Estimating fidelity
  5. 6:48Claims about XEB
  6. 8:04Outline
  7. 8:30White-noise approximation
  8. 9:35Statistical mechanical mapping
  9. 10:36Prior results
  10. 13:10Main claim
  11. 14:53Stat.mech. model mapping
  12. 17:21XEB observable
  13. 17:59Update rules of stat. mech. model
  14. 20:35Physics of the model
  15. 22:42Decay of fidelity and XEB
  16. 27:20Hamming symmetry
  17. 30:59Numerical results: fidelity
  18. 31:57Numerical results: XEB
  19. 35:45Is there a transition here?
  20. 36:47Noise-induced transition in complexity?
  21. 39:46Outlook
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