Sharp continuity of quantum conditional entropy

Mario Berta, Pablo Costa Rico, Gereon Kossmann, Ludovico Lami, Julius A. Zeiss

For finite-dimensional quantum states at trace distance at most δ and d=dim A, the optimal dimension-only conditional-entropy continuity modulus is h₂(δ)+δ log(d²−1) up to δ=1−d⁻², then 2 log d. Equality is attainable when dim B≥d.

Sources for this record

What was already known

Alicki–Fannes and Winter gave nonsharp bounds; Alhejji–Smith proved the sharp classical result. The unrestricted quantum case remained open.

AI involvement AI-centered

Berta, Costa Rico, Kossmann, Lami and Zeiss credit ChatGPT 5.6 Sol with helping develop the key idea. They wrote and explained the quantum theorem and argument.

The source specifically credits the key proof idea to work with ChatGPT, while human authors developed and presented the complete quantum argument.

Importance Notable

Closes the fully quantum case of the conjectured sharp continuity bound.

Limitations

The model contribution is a key proof idea adapting the classical method, not an isolated full model proof. The authors present the proof, but no completed independent check of the AI-origin step is documented.

Technical verification Reported

The paper supplies a proof but makes no explicit claim-level record of a completed human review or machine check. Reported is the evidence default, not a finding of error.

Human understanding Full

The human authors present the central argument, its classical source, and a comparison with Winter's method; these explain the assessed mechanism.

Correction and publication history