Examples#
Below you can find a gallery of tutorials applying Zero Noise Extrapolation (ZNE), Probabilistic Error Cancellation (PEC), and Digital Dynamical Decoupling (DDD) with Mitiq:
ZNE Calibration with Qiskit
ZNE on a Rigetti backend with Braket: Mirror circuits
ZNE on IonQ backends with Braket
ZNE on IBM Quantum backends with Qiskit
ZNE on IBM Quantum backends with Pennylane
ZNE on IBM Quantum backends with Cirq
ZNE with PyQuil: Parametric programs
ZNE with PyQuil: Improving VQE
ZNE with Cirq: Energy landscape of a variational circuit
ZNE with Braket: Energy landscape of a variational circuit
ZNE with Qiskit: Energy landscape of a variational circuit
ZNE with Pennylane Energy landscape of a variational circuit
ZNE with Qiskit: Layerwise folding
ZNE with Qiskit: Quantum simulation of quantum many body scars
ZNE with Cirq: Solving MaxCut with QAOA
ZNE with Cirq: Hamiltonian simulation with Pauli gates
ZNE with Cirq: Energy of molecular Hydrogen
ZNE with Cirq: Noise scaling methods
ZNE with Qibo: Mitigating noisy simulations
ZNE and CDR with Cirq: 1D Ising Simulation
ZNE with PennyLane + Cirq: Energy of molecular Hydrogen
ZNE with BQSKit compiled circuits
ZNE on Stim backend with Cirq: Logical randomized benchmarking circuits
PEC on a Braket simulator: Mirror circuits
PEC with Cirq: Learning representations
Classical Shadows with Cirq: State Reconstruction and Observable Estimation
Robust Shadow Estimation with Cirq: Pauli Twirling Calibration of Classical Shadows
DDD with Cirq: Mirror circuits
DDD with Qiskit: GHZ circuits
GGI Summer School ZNE Hands-On Tutorial
Composing techniques: REM + ZNE
The Mitiq paper code