Distance Measures over distribution

Given two distribution ${p_x},{q_x}$

  • Trace distance (Total variance): $D(p_x,q_x) = \frac{1}{2}\sum_{x\in X}|p_x-q_x|$
  • Fidelity: $F(p_x,q_x)=\sum_{x\in X}\sqrt{p_xq_x}$
  • Properties (distribution)
    • $[0,1]$
    • $D(p_x,q_x)=0\iff F(p_x,q_x)=1\iff \forall x p_x=q_x$
    • $D(p_x,q_x)=1\iff F(p_x,q_x)=0\iff \forall x ,\text{supp}(p_x)\cap\text{supp}(q_x)=\emptyset,\text{supp}(p_x)={x|p_x>0}$
    • $D(p_x,q_x)=\max_{S\subseteq X}|p_x-q_x|$

Distance Measures over quantum states

Given two quantum states

  • Trace distance: $D(\rho,\sigma)=\frac{1}{2}|\rho-\sigma|_2$
    • $D(\rho,\sigma)=D(U\rho U^\dagger,U\sigma U^\dagger),\forall$ unitary $U$
    • $D(\rho,\sigma)=\max_P Tr(P(\rho-\sigma))$
    • Total error $=\frac{1}{2}-\frac{1}{2}|\rho-\sigma|$
  • Theorem: $D(\mathcal{E}(\rho),\mathcal{E}(\sigma))\leq D(\rho,\sigma)$
  • Fidelity: $F(\rho,\sigma)=Tr\sqrt{\rho^{\frac{1}{2}}\sigma\rho^{\frac{1}{2}}}$
  • purification: Given a density operator $\rho$ in system $A$, a bipartite pure state $|\psi\rangle^{AB}$ is a purification of $\rho$ if $Tr_A|\psi\rangle\langle\psi|=\rho$
    • existence
      • $\rho=\sum_i\lambda_i|u_i\rangle\langle u_i|^A$
      • $|\psi\rangle=\sum_i\sqrt{\lambda_i}|u_i u_i\rangle^{AB}$
  • Uhlman’s theorem: Suppose $\rho$ and $\sigma$ are states of a quantum system $Q$. Introduce a second quantum system $R$ which is a copy of $Q$, then $F(\rho,\sigma)=\max_{|\psi\rangle,|\phi\rangle}|\langle\psi|\phi\rangle|$
  • Theorem: $1-F(\rho,\sigma)\leq D(\rho,\sigma)\leq\sqrt{1-F(\rho,\sigma)^2}$
  • gate fidelity: $F(U,\mathcal{E})=\min_{|\psi\rangle}F(U|\psi\rangle\langle\psi|U^\dagger,\mathcal{E}|\psi\rangle\langle\psi\langle\mathcal{E}^\dagger)$
  • minimum fidelity (for quantum channel $\mathcal{E}$): $F(\mathcal{E})=\min_{|\psi\rangle}F(|\psi\rangle,\mathcal{E}(|\psi\rangle\psi|))$

QEC

  • Bit flip code: 3 physical bits to encode 1 logical bit $|0\rangle\rightarrow |000\rangle$
    • Recovery: majority vote
    • Cannot correct phase error
  • Phase flip code: 3 physical bits to encode 1 logical bit $|0\rangle\rightarrow |+++\rangle$
  • Shor code: Syndrome diagnosis
    • $|0\rangle\rightarrow|0_L\rangle=\frac{(|000\rangle+|111\rangle)(|000\rangle+|111\rangle)(|000\rangle+|111\rangle)}{2\sqrt{2}}$
    • $|1\rangle\rightarrow|1_L\rangle=\frac{(|000\rangle-|111\rangle)(|000\rangle-|111\rangle)(|000\rangle-|111\rangle)}{2\sqrt{2}}$
    • Correct arbitrary one-qubit quantum error
  • Other quantum error correcting code
    • Steane codes
    • Calderbank-Shor-Steane codes
    • Stabilizer codes
    • Toric codes
    • Surface codes
  • NISQ(John Preskill): noisy intemidiate-scale quantum computing
  • Quantum Supremacy(John Preskill)