Mid-Circuit Measurements for Clifford Noise Reduction in Hamiltonian Simulations
- URL: http://arxiv.org/abs/2605.06792v2
- Date: Wed, 13 May 2026 14:11:22 GMT
- Title: Mid-Circuit Measurements for Clifford Noise Reduction in Hamiltonian Simulations
- Abstract summary: Quantum simulation of fermionic Hamiltonians is a leading application of quantum computing.<n>We present a device-matched noise-reduction framework for encoded Hamiltonian simulation.<n>We show that machine-learning-guided stabilizer selection can identify verification operators that outperform random choices.
- Score: 1.242418204665193
- License: http://creativecommons.org/licenses/by/4.0/
- Abstract: Quantum simulation of fermionic Hamiltonians is a leading application of quantum computing, but accurate execution on present-day hardware is limited by error accumulation in deep Trotter circuits. We present a device-matched noise-reduction framework for encoded Hamiltonian simulation that combines symplectic-transvection-based Trotter synthesis in the Generalized Superfast Encoding (GSE) with Clifford Noise Reduction (CliNR) and Shor-style stabilizer verification enabled by mid-circuit measurement. We implement this approach for a six-qubit encoded Clifford Trotter step on a Barium development system similar to the forthcoming IonQ Tempo line and benchmark it against direct execution using both hardware experiments and a calibrated device-level noise model. The encoded CliNR execution achieves up to 54% lower logical error rate. Crucially, this advantage disappears when stabilizer readout is deferred to the end of the circuit, showing that timely mid-circuit fault detection, rather than verification overhead alone, drives the improvement. As a proof of concept, we further show that machine-learning-guided stabilizer selection can identify verification operators that outperform random choices. These results demonstrate that encoding-native verification combined with dynamic-circuit primitives can materially improve application-motivated quantum simulation without the full overhead of quantum error correction.
Related papers
- Non-Clifford Crosstalk Noise in Surface Codes Using Hybrid Stabilizer-Tensor Network Methods [0.788073088949581]
We show that the inclusion of coherence increases logical error rates and lowers the code threshold.<n>We also show that the specific distribution of the noise can quantitatively change logical error rates.<n>The methods in this work allow simulation of quantum error correction with noise models previously inaccessible to classical simulation.
arXiv Detail & Related papers (2026-05-28T07:35:40Z) - Orders of magnitude runtime reduction in quantum error mitigation [0.0]
We introduce a mitigation framework that combines virtual noise scaling with a layered mitigation architecture.<n>The proposed approach is compatible with dynamic circuits and can be seamlessly integrated with error detection and quantum error correction schemes.
arXiv Detail & Related papers (2026-01-30T10:07:31Z) - Enhancing classical simulation with noisy quantum devices [11.834807045442057]
We show that noisy quantum devices can be leveraged as computational resources to enhance the classical simulation of quantum circuits.<n>We introduce the Noisy-device-enhanced Classical Simulation (NDE-CS) protocol, which improves stabilizer-based Monte Carlo simulation methods.<n>NDE-CS achieves orders-of-magnitude reductions in sampling cost compared to the underlying purely classical Monte Carlo approaches.
arXiv Detail & Related papers (2026-01-13T18:01:46Z) - Continual Quantum Architecture Search with Tensor-Train Encoding: Theory and Applications to Signal Processing [68.35481158940401]
CL-QAS is a continual quantum architecture search framework.<n>It mitigates challenges of costly encoding amplitude and forgetting in variational quantum circuits.<n>It achieves controllable robustness expressivity, sample-efficient generalization, and smooth convergence without barren plateaus.
arXiv Detail & Related papers (2026-01-10T02:36:03Z) - Enhancing Kerr-Cat Qubit Coherence with Controlled Dissipation [64.05054054401175]
Kerr-cat qubit (KCQ) is a bosonic quantum processor.<n>KCQs are experimentally compatible with on-chip architectures and high-fidelity operations.<n>We present direct evidence that the bit-flip time in a KCQ is limited by leakage out of the qubit manifold.
arXiv Detail & Related papers (2025-11-02T17:58:36Z) - Purification and correction of quantum channels by commutation-derived quantum filters [0.22835610890984162]
We present an explicit construction capable of correcting arbitrary noise in an n-qubit Clifford circuit using 2n ancillary qubits.<n>Unlike QEC, it achieves deterministic error reduction without encoding the input state.<n>We also propose an ancilla-efficient Pauli filter that removes nearly all low-weight erroneous Pauli components.
arXiv Detail & Related papers (2024-07-29T17:01:48Z) - Scalable noise characterization of syndrome-extraction circuits with averaged circuit eigenvalue sampling [0.0]
We develop a scalable noise characterisation protocol suited to characterising the syndrome extraction circuits of quantum error correcting codes.<n>Our results indicate that detailed noise characterisation methods are scalable to near-term quantum devices.
arXiv Detail & Related papers (2024-04-09T18:00:30Z) - Fault-tolerant quantum architectures based on erasure qubits [49.227671756557946]
We exploit the idea of erasure qubits, relying on an efficient conversion of the dominant noise into erasures at known locations.
We propose and optimize QEC schemes based on erasure qubits and the recently-introduced Floquet codes.
Our results demonstrate that, despite being slightly more complex, QEC schemes based on erasure qubits can significantly outperform standard approaches.
arXiv Detail & Related papers (2023-12-21T17:40:18Z) - Real-time error mitigation for variational optimization on quantum
hardware [45.935798913942904]
We define a Real Time Quantum Error Mitigation (RTQEM) algorithm to assist in fitting functions on quantum chips with VQCs.
Our RTQEM routine can enhance VQCs' trainability by reducing the corruption of the loss function.
arXiv Detail & Related papers (2023-11-09T19:00:01Z) - Scalable noisy quantum circuits for biased-noise qubits [37.69303106863453]
We consider biased-noise qubits affected only by bit-flip errors, which is motivated by existing systems of stabilized cat qubits.
For realistic noise models, phase-flip will not be negligible, but in the Pauli-Twirling approximation, we show that our benchmark could check the correctness of circuits containing up to $106$ gates.
arXiv Detail & Related papers (2023-05-03T11:27:50Z) - Performance of teleportation-based error correction circuits for bosonic
codes with noisy measurements [58.720142291102135]
We analyze the error-correction capabilities of rotation-symmetric codes using a teleportation-based error-correction circuit.
We find that with the currently achievable measurement efficiencies in microwave optics, bosonic rotation codes undergo a substantial decrease in their break-even potential.
arXiv Detail & Related papers (2021-08-02T16:12:13Z) - Efficient and robust certification of genuine multipartite entanglement
in noisy quantum error correction circuits [58.720142291102135]
We introduce a conditional witnessing technique to certify genuine multipartite entanglement (GME)
We prove that the detection of entanglement in a linear number of bipartitions by a number of measurements scales linearly, suffices to certify GME.
We apply our method to the noisy readout of stabilizer operators of the distance-three topological color code and its flag-based fault-tolerant version.
arXiv Detail & Related papers (2020-10-06T18:00:07Z)
This list is automatically generated from the titles and abstracts of the papers in this site.
This site does not guarantee the quality of this site (including all information) and is not responsible for any consequences.