Weak value advantage in overcoming noise on the primary system
- URL: http://arxiv.org/abs/2401.05532v1
- Date: Wed, 10 Jan 2024 20:00:30 GMT
- Title: Weak value advantage in overcoming noise on the primary system
- Authors: Zohar Schwartzman-Nowik, Dorit Aharonov, Eliahu Cohen
- Abstract summary: We analyze the performance of the weak measurement protocol for measuring the weak value within various noise channels.
We pinpoint specific instances where the sensitivity to noise is reduced quadratically with the weak measurement protocol.
- Score: 0.15346678870160887
- License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
- Abstract: The concept of weak value exhibits numerous intriguing characteristics,
leading to unexpected and potentially advantageous phenomena. In this paper, we
analyze, from a computational perspective, the performance of the weak
measurement protocol for measuring the weak value within various noise
channels. A mathematical framework is developed for addressing the less
explored case of noise acting on the primary rather than probe system. We
pinpoint specific instances where the sensitivity to noise is reduced
quadratically with the weak measurement protocol while this cannot be achieved
with the standard measurement protocol. Specifically, when confronted with the
challenge of learning an operator under the influence of either a Pauli noise
channel, a unital noise channel, or an amplitude and phase damping channel, the
weak measurement of the weak value can yield significant benefits. Notably, in
the first two cases, and especially in the context of the unital noise channel,
initializing the system in the maximally mixed state (but postselecting it in a
pure state) has proven to be particularly advantageous.
Related papers
- Quantum interrogation using weak value measurement [0.0]
We propose a scheme for quantum interrogation measurements using constructive interference and post-selection.
We illustrate that our method works for heralded single-photon as well as weak attenuated sources.
arXiv Detail & Related papers (2024-07-01T19:11:00Z) - Protect Measurement-Induced Phase Transition from Noise [3.134848671499466]
Measurement-induced phase transition (MIPT) is a novel non-equilibrium phase transition characterized by entanglement entropy.
We show that incorporating quantum-enhanced operations can effectively protect MIPT from environmental noise.
arXiv Detail & Related papers (2024-06-20T08:49:15Z) - Continuous-variable quantum key distribution with noisy squeezed states [0.0]
We address the role of noisy squeezing in security and performance of continuous-variable (CV) quantum key distribution (QKD) protocols.
The noise of the squeezed states, that unavoidably originates already from optical loss in the source, raises concerns about its potential exploitation by an eavesdropper.
We show that anti-squeezing noise is typically more harmful for security of the protocols, as it potentially provides more information to an eavesdropper.
arXiv Detail & Related papers (2024-04-08T07:23:27Z) - Low-noise cryogenic microwave amplifier characterization with a
calibrated noise source [0.0]
This article covers the basics of noise performance characterization, and the special problems it presents in parametric amplifiers with limited power handling capability.
We illustrate the issues with three specific examples: a high-electron mobility transistor amplifier, a Josephson traveling-wave parametric amplifier, and a Josephson parametric amplifier.
arXiv Detail & Related papers (2023-12-22T18:26:53Z) - Regularly Truncated M-estimators for Learning with Noisy Labels [79.36560434324586]
We propose regularly truncated M-estimators (RTME) to address the above two issues simultaneously.
Specifically, RTME can alternately switch modes between truncated M-estimators and original M-estimators.
We demonstrate that our strategies are label-noise-tolerant.
arXiv Detail & Related papers (2023-09-02T10:22:20Z) - Efficacy of virtual purification-based error mitigation on quantum
metrology [1.7635061227370266]
Noise is the main source that hinders us from fully exploiting quantum advantages in various quantum informational tasks.
We study factors determining whether virtual purification-based error mitigation (VPEM) can reduce the bias.
Based on our analysis, we predict whether VPEM can effectively reduce a bias and numerically verify our results.
arXiv Detail & Related papers (2023-03-28T09:13:12Z) - Amplitude-Varying Perturbation for Balancing Privacy and Utility in
Federated Learning [86.08285033925597]
This paper presents a new DP perturbation mechanism with a time-varying noise amplitude to protect the privacy of federated learning.
We derive an online refinement of the series to prevent FL from premature convergence resulting from excessive perturbation noise.
The contribution of the new DP mechanism to the convergence and accuracy of privacy-preserving FL is corroborated, compared to the state-of-the-art Gaussian noise mechanism with a persistent noise amplitude.
arXiv Detail & Related papers (2023-03-07T22:52:40Z) - ADEPT: A DEbiasing PrompT Framework [64.54665501064659]
Finetuning is an applicable approach for debiasing contextualized word embeddings.<n> discrete prompts with semantic meanings have shown to be effective in debiasing tasks.<n>We propose ADEPT, a method to debias PLMs using prompt tuning while maintaining the delicate balance between removing biases and ensuring representation ability.
arXiv Detail & Related papers (2022-11-10T08:41:40Z) - 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) - Significance of Fidelity Deviation in Continuous Variable Teleportation [0.0]
We show that CV states can be better characterized by considering both average fidelity and fidelity deviation.
We shed light on the performance of the teleportation protocol in two different input scenarios.
arXiv Detail & Related papers (2022-03-13T15:39:24Z) - Analyzing and Improving the Optimization Landscape of Noise-Contrastive
Estimation [50.85788484752612]
Noise-contrastive estimation (NCE) is a statistically consistent method for learning unnormalized probabilistic models.
It has been empirically observed that the choice of the noise distribution is crucial for NCE's performance.
In this work, we formally pinpoint reasons for NCE's poor performance when an inappropriate noise distribution is used.
arXiv Detail & Related papers (2021-10-21T16:57:45Z) - Comparison of quantum state protection against decoherence via weak
measurement, a survey [0.8594140167290097]
We discuss weak measurement quantum measurement reversal (WMQMR), weak measurement-based quantum feedback control (QFBC) and quantum feed-forward control (QFFC)
By considering weak measurement, the aim is to find a balance between information gain and disturbance of the system caused by the measurement.
arXiv Detail & Related papers (2021-09-27T07:20:54Z) - Predictive Bandits [68.8204255655161]
We introduce and study a new class of bandit problems, referred to as predictive bandits.
In each round, the decision maker first decides whether to gather information about the rewards of particular arms.
The decision maker then selects an arm to be actually played in the round.
arXiv Detail & Related papers (2020-04-02T17:12:33Z)
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.