Scalable protocol to coherence estimation from scarce data: Theory and experiment
arXiv:2510.21138 · doi:10.1103/g8sh-hts2
Abstract
Key quantum features like coherence are the fundamental resources enabling quantum advantages and ascertaining their presence in quantum systems is crucial for developing quantum technologies. This task, however, faces severe challenges in the noisy intermediate-scale quantum era. On one hand, experimental data are typically scarce, rendering full state reconstruction infeasible. On the other hand, these features are usually quantified by highly nonlinear functionals that elude efficient estimations via existing methods. In this work, we propose a scalable protocol for estimating coherence from scarce data and further experimentally demonstrate its practical utility. The key innovation here is to relax the potentially NP-hard coherence estimation problem into a computationally efficient optimization. This renders the computational cost in our protocol insensitive to the system size, in sharp contrast to the exponential growth in traditional methods. This work opens a novel route toward estimating coherence of large-scale quantum systems under data-scarce conditions.
10 pages, 6 figures
References in corpus (59)
- Quantum entanglement
- Quantum Computing in the NISQ era and beyond
- Advances in Quantum Metrology
- Quantum-enhanced measurements: beating the standard quantum limit
- Quantifying Coherence
- Quantum Coherence as a Resource
- Continuous variable quantum cryptography using coherent states
- Quantum key distribution using gaussian-modulated coherent states
- Quantum Resource Theories
- Predicting Many Properties of a Quantum System from Very Few Measurements
- Operational Resource Theory of Coherence
- Measuring Quantum Coherence with Entanglement
- Description of quantum coherence in thermodynamic processes requires constraints beyond free energy
- Probing entanglement entropy via randomized measurements
- Quantum coherence, time-translation symmetry and thermodynamics
- Converting Coherence to Quantum Correlations
- Intrinsic randomness as a measure of quantum coherence
- Application of a resource theory for magic states to fault-tolerant quantum computing
- The randomized measurement toolbox
- Frozen Quantum Coherence
- Quantum coherence in multipartite systems
- Mixed-state entanglement from local randomized measurements
- Low-temperature thermodynamics with quantum coherence
- Stabilizer Rényi entropy
- Quantum coherence and geometric quantum discord
- Rényi Entropies from Random Quenches in Atomic Hubbard and Spin Models
- Distribution of quantum coherence in multipartite systems
- Cross-Platform Verification of Intermediate Scale Quantum Devices
- The power of random measurements: measuring Tr(ρ^n) on single copies of ρ
- The role of coherence in the non-equilibrium thermodynamics of quantum systems
- Measure-Independent Freezing of Quantum Coherence
- One-Shot Operational Quantum Resource Theory
- Efficiently computable bounds for magic state distillation
- Quantum Semiparametric Estimation
- Certification and Quantification of Multilevel Quantum Coherence
- Optimal Entanglement Certification from Moments of the Partial Transpose
- Demonstrating quantum coherence and metrology that is resilient to transversal noise
- Estimating coherence measures from limited experimental data available
- Operational interpretation of coherence in quantum key distribution
- Entanglement as the symmetric portion of correlated coherence
- Detecting entanglement in quantum many-body systems via permutation moments
- Approaching Heisenberg-scalable thermometry with built-in robustness against noise
- Analysing quantum systems with randomised measurements
- Detecting and estimating coherence based on coherence witnesses
- Detecting coherence via spectrum estimation
- Maximum Relative Entropy of Coherence for Quantum Channels
- Quantum Coherence Witness with Untrusted Measurement Devices
- Correlation-induced coherence and its use in detecting quantum phase transitions
- Efficient estimation of multipartite quantum coherence
- Magic Resource Can Enhance the Quantum Capacity of Channels
- Quantification of Entanglement and Coherence with Purity Detection
- Universal Method to Estimate Quantum Coherence
- Krylov shadow tomography: Efficient estimation of quantum Fisher information
- Inferring physical properties of symmetric states from the fewest copies
- Experimental virtual distillation of entanglement and coherence
- Estimating quantum coherence by noncommutativity of any observable and its incoherent part
- Witnessing quantum coherence with prior knowledge of observables
- Quantifying Coherence with Untrusted Devices
- Retrieving maximum information of symmetric states from their corrupted copies