variational¶
Articles tagged variational (10).
Browse by tag: algorithm chemistry encoding error-correction integration machine-learning optimization primitive resource-estimation sample-based simulation tutorial usage
Algorithms¶
End-to-end CNN + quantum variational circuit on Fashion-MNIST with the parameter shift rule.
Solve a 20-variable MaxCut on just 3 qubits with Pauli Correlation Encoding, training a hardware-efficient ansatz against a tanh-relaxed surrogate and decoding via sign rounding.
End-to-end optimization example using OMMX, JijModeling, and QAOAConverter.
Build a QAOA circuit from scratch to solve MaxCut, then compare with the built-in qaoa_state.
Variational Quantum Eigensolver (VQE) for the Hydrogen Molecule
Build a molecular Hamiltonian with OpenFermion and find the ground state energy via VQE.
Integration¶
Transpile MaxCut QAOA to CUDA-Q and run sampling and expectation-value workflows.
Transpile to QURI Parts and run on a Qulacs state-vector simulator.
Transpile to Qiskit, run local simulators, and inspect native Qiskit circuit features.
Using OMMX Quantum Benchmarks (1): Implementing and Benchmarking Quantum Algorithms with Qamomile
Drive QAOA on a LABS instance loaded from the OMMX Quantum Benchmarks dataset and compare against SCIP.
Run Qiskit circuits on qBraid-supported devices.