Light-Cone Scaling of In-Circuit Noise in Randomized Measurements
- URL: http://arxiv.org/abs/2607.17740v1
- Date: Mon, 20 Jul 2026 09:34:06 GMT
- Title: Light-Cone Scaling of In-Circuit Noise in Randomized Measurements
- Abstract summary: Gate and readout errors bias the reconstructed observables.<n>Independent local twirling reduces local noise to Pauli damping.<n>Noise event contributes only when it overlaps the Heisenberg evolution of the measured Pauli operator.
- Score: 5.0619425714233985
- License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
- Abstract: Randomized measurements provide an efficient way to extract physical properties of an unknown quantum state from limited data. On near-term hardware, gate and readout errors bias the reconstructed observables. Here we develop a microscopic description of this bias for locally scrambled shallow circuits. Independent local twirling reduces local implementation noise to stochastic Pauli damping, and a noise event contributes only when it overlaps the Heisenberg evolution of the measured Pauli operator. This gives an activated path-average formula for the noisy Pauli coefficient. In one-dimensional shallow circuits, the activated noise volume grows linearly with the size of a contiguous observable, leading to an exponential damping ratio. We verify this scaling for two-qubit random Clifford and locally scrambled iSWAP circuits with two-qubit Pauli noise, including spatial fluctuations and temporal drift. The scaling supports a small-string calibration protocol that predicts larger string observables without learning the full noisy measurement channel. Our result relates the noise bias of shallow-shadow protocols directly to operator-evolving dynamics.
Related papers
- The Pauli Lightcone: Information-Theoretic Error Mitigation Beyond the Autocorrelation [0.0]
We introduce the wavemap: a spatial portrait of noise effects that assigns each site a per-noise-level arrival delay l_(v) and cross-entropy loss L_(v)<n> Eigenvalue analysis of the composed gate-plus-noise Pauli transfer matrices confirms that the studied noise is pure amplitude damping.
arXiv Detail & Related papers (2026-08-26T00:31:09Z) - Circuit-Level Noise Estimation via Shuttling in Plaquette Circuits [46.3492821660498]
We develop and run surface code plaquette experiments using two syndrome qubit configurations.<n>To validate our approach, we compile plaquettes to ion-trap (IonQ Aria1) native gate set and apply hardware-aware rewrite templates.<n>We estimate circuit-level noise rates from the resulting single-shot plaquette measurement statistics.
arXiv Detail & Related papers (2026-06-03T09:02:32Z) - Continuous Noise Model for Quantum Circuits [0.6335848702857038]
We study a continuous coherent noise model for quantum circuits and compare it with a discrete Pauli model.<n>The focus is on small coherent gate errors that build up across circuit depth.<n>Results show that continuous coherent noise can degrade logical performance more strongly than Pauli noise.
arXiv Detail & Related papers (2026-04-28T18:00:03Z) - DoPE: Denoising Rotary Position Embedding [60.779039511252584]
Rotary Position Embedding (RoPE) in Transformer models has inherent limits that weaken length.<n>We reinterpret the attention map with positional encoding as a noisy feature map, and propose Denoising Positional extrapolation page (DoPE)<n>DoPE is a training-free method based on truncated matrix entropy to detect outlier frequency bands in the feature map.
arXiv Detail & Related papers (2025-11-12T09:32:35Z) - Simulating quantum circuits with arbitrary local noise using Pauli Propagation [0.0]
We present a classical algorithm for estimating expectation values of arbitrary observables on typical quantum circuits under any incoherent local noise.<n>We show that this does not apply to average-case circuits, as these can be efficiently simulated using Pauli-path methods.
arXiv Detail & Related papers (2025-01-22T18:57:16Z) - Robust ultra-shallow shadows [0.251657752676152]
We present a robust shadow estimation protocol for wide classes of low-depth measurement circuits.<n>For weakly-correlated local noise, the measurement channel has an efficient matrix-product representation.<n>We show how to estimate this directly from experimental data using tensor-network tools.
arXiv Detail & Related papers (2024-05-09T18:00:09Z) - Demonstration of Robust and Efficient Quantum Property Learning with Shallow Shadows [1.366942647553326]
We propose a robust protocol for characterizing quantum states on current quantum computing platforms.<n>Our protocol correctly recovers state properties such as expectation values, fidelity, and entanglement entropy, while maintaining a lower sample complexity.<n>This combined theoretical and experimental analysis positions the robust shallow shadow protocol as a scalable, robust, and sample-efficient protocol.
arXiv Detail & Related papers (2024-02-27T21:53:32Z) - Accurate and Honest Approximation of Correlated Qubit Noise [39.58317527488534]
We propose an efficient systematic construction of approximate noise channels, where their accuracy can be enhanced by incorporating noise components with higher qubit-qubit correlation degree.<n>We find that, for realistic noise strength typical for fixed-frequency superconducting qubits, correlated noise beyond two-qubit correlation can significantly affect the code simulation accuracy.
arXiv Detail & Related papers (2023-11-15T19:00:34Z) - Emergence of noise-induced barren plateaus in arbitrary layered noise models [44.99833362998488]
In variational quantum algorithms the parameters of a parameterized quantum circuit are optimized in order to minimize a cost function that encodes the solution of the problem.
We discuss how, and in which sense, the phenomenon of noise-induced barren plateaus emerges in parameterized quantum circuits with a layered noise model.
arXiv Detail & Related papers (2023-10-12T15:18:27Z) - 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) - Suppressing Amplitude Damping in Trapped Ions: Discrete Weak
Measurements for a Non-unitary Probabilistic Noise Filter [62.997667081978825]
We introduce a low-overhead protocol to reverse this degradation.
We present two trapped-ion schemes for the implementation of a non-unitary probabilistic filter against amplitude damping noise.
This filter can be understood as a protocol for single-copy quasi-distillation.
arXiv Detail & Related papers (2022-09-06T18:18:41Z) - High-Order Qubit Dephasing at Sweet Spots by Non-Gaussian Fluctuators:
Symmetry Breaking and Floquet Protection [55.41644538483948]
We study the qubit dephasing caused by the non-Gaussian fluctuators.
We predict a symmetry-breaking effect that is unique to the non-Gaussian noise.
arXiv Detail & Related papers (2022-06-06T18:02:38Z)
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.