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Conditional entropy and information of quantum processes

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arxiv 2410.01740 v2 pith:XTRJM5Q6 submitted 2024-10-02 quant-ph math-phmath.MP

classification quant-phmath-phmath.MP
keywords entropyquantumconditionalchannelchannelsmathcalprocessesbipartite
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abstract

What would be a reasonable definition of the conditional entropy of bipartite quantum processes, and what novel insight would it provide? We develop this notion using four information-theoretic axioms and define the corresponding quantitative formulas. Our definitions of the conditional entropies of channels are based on the generalized state and channel divergences, for instance, quantum relative entropy. We find that the conditional entropy of quantum channels has potential to reveal insights for quantum processes that aren't already captured by the existing entropic functions, entropy or conditional entropy, of the states and channels. The von Neumann conditional entropy $S[A|B]_{\mathcal{N}}$ of the channel $\mathcal{N}_{A'B'\to AB}$ is based on the quantum relative entropy, with system pairs $A',A$ and $B',B$ being nonconditioning and conditioning systems, respectively. We identify a connection between the underlying causal structure of a bipartite channel and its conditional entropy. In particular, we provide a necessary and sufficient condition for a bipartite quantum channel $\mathcal{N}_{A'B'\to AB}$ in terms of its von Neumann conditional entropy $S[A|B]_{\mathcal{N}}$, to have no causal influence from $A'$ to $B$. As a consequence, if $S[A|B]_{\mathcal{N}}< -\log|A|$ then the channel necessarily has causal influence (signaling) from $A'$ to $B$. Our definition of the conditional entropy establishes the strong subadditivity of the entropy for quantum channels. We also study the total amount of correlations possible due to quantum processes by defining the multipartite mutual information of quantum channels.

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Cited by 4 Pith papers

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. Thermalization with partial information

    quant-ph 2025-08 unverdicted novelty 6.0 of 10

    A maximum channel entropy principle, backed by a microcanonical-style derivation, identifies the canonical noisy channel that models thermalization under partial information.

  2. Thermodynamics of quantum processes: An operational framework for free energy and reversible athermality

    quant-ph 2025-10 conditional novelty 5.0 of 10

    For quantum channels, athermality distillation and formation under Gibbs-preserving superchannels both converge asymptotically to the channel's relative-entropy free energy, making the resource theory asymptotically r...

  3. Uncertainty and entropies of classical channels

    quant-ph 2025-07 conditional novelty 4.0 of 10

    Classical channels are ordered by a majorization preorder that arises identically from three definitions, and Shannon and Rényi entropies extend to channels through optimal extensions.

  4. Maximum entropy principle for quantum processes

    quant-ph 2025-06 reject novelty 4.0 of 10

    The paper's central theorem, that energy-constrained quantum channels maximize channel entropy if and only if they are absolutely thermalizing, is false: other channels can also reach the maximum.

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