Note: I'm reposting this question as it was deleted by the original author, so that we do not lose out on the existing answer there, by Prof. Watrous. Further answers are obviously welcome.
I have two questions:
What are degradable channels?
Given the dephasing channel $$\Phi^D\begin{pmatrix} \rho_{11} & \rho_{12}\\ \rho_{21} & \rho_{22} \end{pmatrix}$$ $$=\begin{pmatrix} \rho_{11} & \rho_{12} e^{-\Gamma(t)}\\ \rho_{21} e^{-\Gamma(t)} & \rho_{22} \end{pmatrix},$$ the complementary map is given by $$\Phi^D\begin{pmatrix} \rho_{11} & \rho_{12}\\ \rho_{21} & \rho_{22} \end{pmatrix}$$ $$= \begin{pmatrix} \frac{1+e^{-\Gamma(t)}}{2} & \frac{\sqrt{1-e^{-2\Gamma(t)}}}{2} (\rho_{11}-\rho_{22})\\ \frac{\sqrt{1-e^{-2\Gamma(t)}}}{2} (\rho_{11}-\rho_{22}) & \frac{1-e^{-\Gamma(t)}}{2} \end{pmatrix}.$$
How can one prove that the quantum channel capacity is given by $Q_D = 1 - H_2(\frac{1+e^{-\Gamma(t)}}{2} )$, where $H_2(\cdot)$ is the binary Shanon entropy.
Reference: Eq. 13 of this article†.
†: Bylicka, B., D. Chruściński, and Sci Maniscalco. "Non-Markovianity and reservoir memory of quantum channels: a quantum information theory perspective." Scientific reports 4 (2014): 5720.