King and Ruskai asked whether the
p→q norm of a completely positive map
Φ, acting between Schatten
p and
q classes of self-adjoint operators,
∣∣Φ∣∣p→q=maxA=A∗∣∣A∣∣p∣∣Φ(A)∣∣q, is equal to the
p→q norm of that map when acting between Schatten classes of general, not necessarily self-adjoint, operators. The first proof has been given by Watrous. We give an alternative proof of this statement.
We define 2-indexed
(q,p)-Schatten quasi-norms for any
q,p>0 on operators on a tensor product of Hilbert spaces, naturally extending the norms defined by Pisier's theory of operator-valued Schatten spaces. We establish several desirable properties of these quasi-norms, such as relational consistency and the behavior on block diagonal operators, assuming that
∣q1−p1∣≤1. In fact, we show that this condition is essentially necessary for natural properties to hold. Furthermore, for linear maps between spaces of such quasi-norms, we introduce completely bounded quasi-norms and co-quasi-norms. We prove that the
q→p completely bounded co-quasi-norm is super-multiplicative for tensor products of quantum channels for
q≥p>0, extending an influential result of [Devetak, Junge, King, Ruskai, 2006]. Our proofs rely on elementary matrix analysis and operator convexity tools and do not require operator space theory. On the applications side, we demonstrate that these quasi-norms can be used to express relevant quantum information measures such as Rényi conditional entropies for
α≥21 or the Sandwiched Rényi Umlaut information for
α<1. Our multiplicativity results imply a tensorizing notion of reverse hypercontractivity, additivity of the completely bounded minimum output Rényi-
α-entropy for
α≥21 extending another important result of [Devetak, Junge, King, Ruskai, 2006], and additivity of the maximum output Rényi-
α entropy for
α≥21.
Let
Φ be a super-operator, i.e., a linear mapping of the form
Φ:L(F)→L(G) for finite dimensional Hilbert spaces
F and
G. This paper considers basic properties of the super-operator norms defined by
∥Φ∥q→p=sup{∥Φ(X)∥p/∥X∥q:X=0}, induced by Schatten norms for
1≤p,q≤∞. These super-operator norms arise in various contexts in the study of quantum information. In this paper it is proved that if
Φ is completely positive, the value of the supremum in the definition of
∥Φ∥q→p is achieved by a positive semidefinite operator
X, answering a question recently posed by King and Ruskai~\cite{KingR04}. However, for any choice of
p∈[1,∞], there exists a super-operator
Φ that is the {\em difference} of two completely positive, trace-preserving super-operators such that all Hermitian
X fail to achieve the supremum in the definition of
∥Φ∥1→p. Also considered are the properties of the above norms for super-operators tensored with the identity super-operator. In particular, it is proved that for all
p≥2,
q≤2, and arbitrary
Φ, the norm
∥Φ∥q→p is stable under tensoring
Φ with the identity super-operator, meaning that
∥Φ∥q→p=∥Φ⊗I∥q→p. For
1≤p<2, the norm
∥Φ∥1→p may fail to be stable with respect to tensoring
Φ with the identity super-operator as just described, but
∥Φ⊗I∥1→p is stable in this sense for
I the identity super-operator on
L(H) for $\op{dim}(\mathcal{H}) = \op{dim}(\mathcal{F})$. This generalizes and simplifies a proof due to Kitaev \cite{Kitaev97} that established this fact for the case
p=1.
We introduce and study multi-indexed Schatten spaces which lift the commutative
ℓq1[ℓq2[ℓq3[…]]] -spaces to the quantum toolbox. They extend Pisier's operator-valued Schatten norms and the recently introduced two-indexed Schatten quasi-norms. For every ordered tuple
Q=(q1,…,qn) of non-zero indices we define a quasi-norm (for positive indices) or an anti-norm (for negative indices) on operators on an
n-fold tensor product of Hilbert spaces. We do this for indices of the same sign satisfying the mutual compatibility condition
∣qi1−qj1∣≤1. Beyond establishing desirable properties of these quasi- and anti-norms via factorization formulas that combine operator space and matrix-analytic techniques, we lift several central tools and results of the seminal [Devetak, Junge, King, Ruskai, CMP 2006] to the multi-indexed and quasi-normed setting. These include a general non-commutative Minkowski inequality relating swapped systems and two identity-removal equalities. As a consequence, complete hypercontractivity and complete reverse hypercontractivity tensorize for all compatible indices, including negative ones.
Concerning quantum information theory we prove that the completely bounded minimal and the maximal output conditional entropies are additive under tensor products of quantum channels for all
α≥21. This extends the case
α>1 of [Fawzi, Kochanowski, Rouzé, Van Himbeeck, CMP 2026] and the unconditional results of [Devetak, Junge, King, Ruskai, CMP 2006]. Beyond tensor products, we establish chain rules for
H~α↑,
α∈[21,1), for compositions of possibly signaling channels, extending upon the smooth max-entropy chain rule used in device-independent entanglement certification to the whole interval
α∈[1/2,1).