Skip to Content
Math401Math 401, Summer 2025: Freiwald research project notesMath 401, Paper 1: Concentration of measure effects in quantum information (Patrick Hayden)

Math 401 Paper 1: Concentration of measure effects in quantum information (Patrick Hayden)

Concentration of measure effects in quantum information 

A more comprehensive version of this paper is in Aspect of generic entanglement .

Quantum codes

Preliminaries

Daniel Gottesman’s mathematics of quantum error correction

Quantum channels

Encoding channel and decoding channel

That is basically two maps that encode and decode the qbits. You can think of them as a quantum channel.

Quantum capacity for a quantum channel

The quantum capacity of a quantum channel is governed by the HSW noisy coding theorem, which is the counterpart for the Shannon’s noisy coding theorem in quantum information settings.

Lloyd-Shor-Devetak theorem

Note, the model of the noisy channel in quantum settings is a map η\eta: that maps a state ρ\rho to another state η(ρ)\eta(\rho). This should be a CPTP map.

Let AAA'\cong A and ψAA|\psi\rangle\in A'\otimes A.

Then Q(N)H(B)σH(AB)σQ(\mathcal{N})\geq H(B)_\sigma-H(A'B)_\sigma.

where σ=(IAN)ψψ\sigma=(I_{A'}\otimes \mathcal{N})\circ|\psi\rangle\langle\psi|.

(above is the official statement in the paper of Patrick Hayden)

That should means that in the limit of many uses, the optimal rate at which A can reliably sent qbits to BB (1/nlogd1/n\log d) through η\eta is given by the regularization of the formula

Q(η)=maxϕAB[H(BA)σ]Q(\eta)=\max_{\phi_{AB}}[-H(B|A)_\sigma]

where H(BA)σH(B|A)_\sigma is the conditional entropy of BB given AA under the state σ\sigma.

ϕAB=(IAη)ωAB\phi_{AB}=(I_{A'}\otimes \eta)\circ\omega_{AB}

(above formula is from the presentation of Patrick Hayden.)

For now we ignore this part if we don’t consider the application of the following sections. The detailed explanation will be added later (hopefully very soon).


Surprise in high-dimensional quantum systems

Levy’s lemma

Given an η\eta-Lipschitz function f:SnRf:S^n\to \mathbb{R} with median MM, the probability that a random xRSnx\in_R S^n is further than ϵ\epsilon from MM is bounded above by exp(C(n1)ϵ2η2)\exp(-\frac{C(n-1)\epsilon^2}{\eta^2}), for some constant C>0C>0.

Pr[f(x)M>ϵ]exp(C(n1)ϵ2η2)\operatorname{Pr}[|f(x)-M|>\epsilon]\leq \exp(-\frac{C(n-1)\epsilon^2}{\eta^2})

Decomposing the statement in detail as side note 3

Random states and random subspaces

Choose a random pure state σ=ψψ\sigma=|\psi\rangle\langle\psi| from AAA'\otimes A.

The expected value of the entropy of entanglement is known and satisfies a concentration inequality.

E[H(ψA)]log2(dA)12ln(2)dAdB\mathbb{E}[H(\psi_A)] \geq \log_2(d_A)-\frac{1}{2\ln(2)}\frac{d_A}{d_B}

Decomposing the statement in detail as side note 2

From the Levy’s lemma, we have

If we define β=dAlog2(dB)\beta=\frac{d_A}{\log_2(d_B)}, then we have

Pr[H(ψA)<log2(dA)αβ]exp((dAdB1)Cα2(log2(dA))2)\operatorname{Pr}[H(\psi_A) < \log_2(d_A)-\alpha-\beta] \leq \exp\left(-\frac{(d_Ad_B-1)C\alpha^2}{(\log_2(d_A))^2}\right)

where CC is a small constant and dBdA3d_B\geq d_A\geq 3.

Noted in Aspect of generic entanglement  C3=(8π2ln(2))1C_3=(8\pi^2\ln(2))^{-1}.

ebits and qbits

Superdense coding of quantum states

It is a procedure defined as follows:

Suppose AA and BB share a Bell state Φ+=12(00+11)|\Phi^+\rangle=\frac{1}{\sqrt{2}}(|00\rangle+|11\rangle), where AA holds the first part and BB holds the second part.

AA wish to send 2 classical bits to BB.

AA performs one of four Pauli unitaries on the combined state of entangled qubits \otimes one qubit. Then AA sends the resulting one qubit to BB.

This operation extends the initial one entangled qubit to a system of one of four orthogonal Bell states.

BB performs a measurement on the combined state of the one qubit and the entangled qubits he holds.

BB decodes the result and obtains the 2 classical bits sent by AA.

Consequences for mixed state entanglement measures

Quantum mutual information

Multipartite entanglement

The role of the paper in Physics can be found in (15.86) on book Geometry of Quantum states.

Last updated on