The depolarizing noise channel uniformly deflates the Bloch sphere to a single point, which is $\mathbf{n}= (0,0,0)$ or in terms of quantum qubit states, we get a maximally mixed state $\rho = \frac{1}{2}I$.
Since the depolarizing noise channel models information loss, recovering the original state is impossible without additional help (error correction, etc.). However, we can still construct a CP map that will simply push all mixed states outwards to the surface of the Bloch sphere. Consider the following construction:
We can represent all states as a set: $$B = \left \{\frac{1}{2} \left (I + \mathbf{n} \cdot \sigma \right) : \mathbf{n} \in \mathbb{R}^3 \right \}$$ Here, $|\mathbf{n}|\leq 1$ and $\sigma$ is a vector of Pauli matrices.
Let $|n\rangle \in \mathbb{C}^2$ be a ket vector that is aligned with $\mathbf{n}$ on a Bloch sphere. Then, for $\rho \in B$, there exists $p \in [0,1]$ such that $$\rho = \frac{1}{2} \left (I + \mathbf{n} \cdot \sigma \right) = (1-p)|n\rangle \langle n| + p |n^{\perp}\rangle \langle n^{\perp}|.$$ Now, define a map $\Phi: \mathcal{D}(\mathcal{H}) \times \mathbb{R}^3 \times \mathbb{R} \rightarrow \mathcal{L}(\mathcal{H})$ as $$\Phi(\bullet,\mathbf{n},p) =\sqrt{(1-p)^{-1}}|n\rangle \langle n| \bullet |n\rangle \langle n|\sqrt{(1-p)^{-1}}.$$ $\Phi$ is not a recovery/reconstruction of the original state. It simply pushes all states outwards on the surface. In other words, this map scales the vector $\mathbf{n}$ of $\rho$ so that it is of unit norm. Alternatively, we could view $\Phi$ as a projective measurement.
Given the correct triplet $(\rho, \mathbf{n}, p)$, the map $\Phi$ produces valid density matrices on the Bloch sphere's surface. Also, it is CP but not TP. Therefore, this map is not a channel.
Questions:
- I'm confused. It seems it is possible, at least mathematically, to "inflate" the sphere outwards such that all states are on the sphere's surface. However, Preskill, in his lecture recording, states that:
The map that inverts the deflation is not a channel; it maps polarization contained in the Bloch ball to a polarization outside the Bloch ball (not a physical state).
What do I misunderstand here with this $\Phi$? It is not a channel, ok, but it can map physical states to physical states for inputs $(\rho, \mathbf{n}, p)$ such that $\rho = (1-p)|n\rangle \langle n| + p |n^{\perp}\rangle \langle n^{\perp}|$.
Since $\Phi$ looks like a projective measurement, can this operation be implemented physically?
All this rings the bell about state distinguishability, but I can't quite see and remember how this could be related. Do you have any pointers to the basic/introductory theory that would apply here?