Highlights

Data-efficient quantum noise modeling via machine learning

Yanjun Ji, Marco Roth, David A. Kreplin, Ilia Polian, and Frank K. Wilhelm

Phys. Rev. Applied 25, 034051 (2026) - Published 16 March, 2026

Noise-aware compilation on near-term quantum processors requires accurate noise models, but standard ones often miss algorithm- and hardware-specific error mechanisms, and full characterization can be costly. In this study a data-efficient framework combines a physically motivated parametrized noise model with Bayesian optimization, to infer algorithm- and hardware-specific error parameters from routine circuit-execution data. Remarkably, models trained only on small-circuit data generalize well to larger validation circuits, yielding 65% better model fidelity. This provides a scalable, low-overhead route to more predictive, application-aware noise models for quantum compilation workflows.

Interplay of Zeeman splitting and tunnel coupling in coherent spin-qubit shuttling

Ssu-Chih Lin, Paul Steinacker, MengKe Feng, Ajit Dash, Santiago Serrano, Wee Han Lim, Kohei M. Itoh, Fay E. Hudson, Tuomo Tanttu, Andre Saraiva, Arne Laucht, Andrew S. Dzurak, Hsi-Sheng Goan, and Chih Hwan Yang

Phys. Rev. Applied 25, 034016 (2026) - Published 5 March, 2026

Spin shuttling is a promising strategy for scaling silicon-based quantum processors by overcoming the connectivity constraints inherent in quantum dots. This study employs Pauli spin blockade to characterize spin-shuttling coherence at different external magnetic fields, facilitating a systematic investigation of the impact of various operational parameters, which can drive up to a twentyfold variation in error rates. Through targeted optimization, the authors achieve an average shuttling fidelity of 99.8%. Their findings provide critical insights for optimizing high-performance spin shuttling in future large-scale quantum processors.

Time-resolved characterization of pulsed squeezed light from a strongly driven silicon nitride microresonator

Emanuele Brusaschi, Marco Liscidini, Matteo Galli, Daniele Bajoni, and Massimo Borghi

Phys. Rev. Applied 25, 034008 (2026) - Published 3 March, 2026

Pulsed squeezed light is a key resource for continuous-variable quantum information processing and photonic quantum technologies, and can be generated efficiently using Si3N4 microresonators. Under strong pulsed pumping, however, nonlinear effects complicate control of such light’s temporal and spectral properties, limiting performance and practical utility. This study in the high-gain regime investigates the impact of pump detuning and pulse duration on key metrics, including output photon flux and various correlations. Its results deepen our understanding of pulsed squeezed light in chip-scale resonators, and provide guidance for optimizing integrated quantum light sources.

Low-crosstalk silicon-fabricated optical waveguides for laser delivery to matter qubits

Clayton L. Craft et al.

Phys. Rev. Applied 25, 024055 (2026) - Published 18 February, 2026

Efficient, precise control of trapped-ion qubits is essential to scaling up quantum computing technology using that platform, and one approach utilizes integrated photonic waveguides to individually address the qubits. However, crosstalk is typically mitigated by spacing the waveguides far beyond the scale of the qubits, which hinders mode matching and efficiency. The authors identify relatively simple and easily implemented design choices that yield low crosstalk with such systems while keeping the waveguide pitch close to the qubit pitch, to facilitate light delivery and collection.

Global quantum network with ground-based single-atom memories in optical cavities and satellite links

Jia-Wei Ji, Shinichi Sunami, Seigo Kikura, Akihisa Goban, and Christoph Simon

Phys. Rev. Applied 25, 024050 (2026) - Published 17 February, 2026

Global quantum networking will be needed for quantum secured communication, and for linking distant quantum computers. Its terrestrial realization is held back by exponential photon loss in optical fibers, though, so we turn to space. The authors propose a quantum repeater architecture based on low-earth-orbit satellites that transmit entangled photons to single-atom quantum memories. They quantify the system’s expected performance, in terms of entanglement distribution rates and fidelities, and suggest a multiplexing approach to enable entanglement creation across distances of 10,000–20,000 km, bringing a global quantum Internet within reach.

Fast microwave-driven two-qubit gates between fluxonium qubits with a transmon coupler

Siddharth Singh, Eugene Y. Huang, Jinlun Hu, Figen Yilmaz, Martijn F. S. Zwanenburg, Piranavan Kumaravadivel, Siyu Wang, Taryn V. Stefanski, and Christian Kraglund Andersen

Phys. Rev. Applied 25, 024020 (2026) - Published 5 February, 2026

The scalability of high-fidelity superconducting two-qubit gates is being held back by the struggle to balance high gate speed with low crosstalk and minimal calibration complexity. This study uses a transmon coupler, driven by analytically derived microwave pulses, between two fluxonium qubits to implement a fast conditional phase gate. Careful pulse shaping can suppress unwanted excitations sufficiently to allow gate times below 60 ns. This insight into optimized control pulses for frequency-selective two-qubit gates offers a robust pathway to tomorrow’s lower-error, easier-to-calibrate superconducting quantum processors.

From top quarks to enhanced quantum key distribution: A framework for optimal predictability of quantum observables

Dennis I. Martínez-Moreno, Miguel Castillo-Celeita, and Diego G. Bussandri

Phys. Rev. Applied 25, 014063 (2026) - Published 27 January, 2026

The predictability of quantum measurement outcomes is relevant for developing applications in quantum information, and potential sources of useful quantum correlations now extend even to top-antitop quark pairs produced in high-energy colliders. This study presents a comprehensive framework for assessing predictability, using error measures inherited from statistical learning theory. Building on an existing foundation, the authors propose a modified entanglement-based protocol for quantum key distribution, demonstrating enhanced resilience to noise compared to the standard BB84 protocol, and leveraging the strength and capabilities of quark-pair states as resources for quantum cryptography.

Fast conversion from W to Greenberger-Horne-Zeilinger states via inverse engineering

Hui Zhou, Qilong Hu, Yuquan Chen, Tianyun Wang, Fangzhou Jin, Yunlan Ji, Jianpei Geng, and Xinhua Peng

Phys. Rev. Applied 25, 014056 (2026) - Published 23 January, 2026

Controlled conversion between distinct classes of multipartite entangled states is crucial for quantum technologies, but direct interconversion is impossible, due to the states’ inequivalence under local operations. More sophisticated dynamical protocols are required; unfortunately, conventional adiabatic methods face a trade-off between fidelity and speed. This study employs inverse engineering to design accelerated adiabatic passages in a spin-chain system, enabling rapid W-to-GHZ conversion, as experimentally verified on an NMR quantum processor. The work highlights the potential of inverse engineering for efficient quantum state manipulation in many-body systems.

Fabrication, characterization, and mechanical loading of Si/Si-Ge membranes for spin-qubit devices

Lucas Marcogliese, Ouviyan Sabapathy, Rudolf Richter, Jhih-Sian Tu, Dominique Bougeard, and Lars R. Schreiber

Phys. Rev. Applied 25, 014054 (2026) - Published 22 January, 2026

Strain engineering and electric field control are key to optimizing the properties of electron-spin qubits hosted in electrostatically defined Si/Si-Ge quantum dots, and compared to thick Si-Ge heterostructures, thin Si/Si-Ge membranes offer more control. This article reports the fabrication of micrometer-thick Si/Si-Ge heterostructures suspended by a silicon substrate over an area of a few hundred micrometers. The authors characterize the elastic properties of these membranes and identify two mechanical modes useful for strain-field engineering, which helps to increase the valley splitting and thus the coherence time and shuttling fidelity of electron spins.

Broadband high-precision measurement of two-level-system loss using multiwavelength superconducting resonators

Cliff Chen, Shahriar Aghaeimeibodi, Yuki Sato, Matthew H. Matheny, Oskar Painter, and Jiansong Gao

Phys. Rev. Applied 25, 014045 (2026) - Published 20 January, 2026

Superconducting resonators are a popular way to study dissipation in superconducting quantum circuits induced by two-level systems (TLS) due to their ease of fabrication, but measuring unsaturated TLS loss in quarter-wave resonators remains difficult due to the intrinsic frequency fluctuations of the TLS and low signal-to-noise ratio of the measurement. This study demonstrates that spatially extending the quarter-wave resonator to be many wavelengths long mitigates these difficulties and significantly reduces measurement uncertainty. This new resonator design provides a tool for researchers to examine the effects of material and fabrication processes on superconducting circuit performance.

Theory of quasiparticle generation by microwave drives in superconducting qubits

Shoumik Chowdhury, Max Hays, Shantanu R. Jha, Kyle Serniak, Terry P. Orlando, Jeffrey A. Grover, and William D. Oliver

Phys. Rev. Applied 25, 014042 (2026) - Published 16 January, 2026

Superconducting circuits for quantum computation are controlled via microwave signals, which are typically assumed to be too weak to disturb the superconducting material itself. When these microwave drives become sufficiently strong, though, multiple photons can combine to break Cooper pairs of electrons in the device, leading to qubit errors. The authors develop a theoretical framework to predict when this effect occurs, and demonstrate its relevance for emerging qubit designs and readout schemes that rely on strong driving. These results reveal a previously overlooked error mechanism for superconducting qubits, and provide guidance on how to mitigate the effects.

Variability of hole-spin qubits in planar germanium

Biel Martinez and Yann-Michel Niquet

Phys. Rev. Applied 25, 014018 (2026) - Published 8 January, 2026

Qubits based on hole spins in germanium have seen remarkable progress over the last few years, and are currently one of the most promising spin-qubit platforms for quantum computing. Nevertheless, disorder scatters the charge and spin properties of the qubits within a quantum chip, which poses a challenge for scaling up. The accurate assessment of variability is crucial for establishing reliable roadmaps toward large-scale spin-qubit quantum computers. This study uses numerical simulations to quantify the expected variability of hole-spin qubits in realistic Ge devices, focusing on charge traps at interfaces. It turns out that charge properties don’t vary so much, but spin properties do.

Quantum dots on GaAs substrates as integration-ready high-performance single-photon sources at telecommunication wavelengths

Beatrice Costa, Bianca Scaparra, Xiao Wei, Hubert Riedl, Gregor Koblmüller, Eugenio Zallo, Jonathan J. Finley, Lukas Hanschke, and Kai Müller

Phys. Rev. Applied 25, L011002 (2026) - Published 6 January, 2026

Quantum dots emitting in the telecommunication bands are an excellent candidate for deterministic single-photon sources for fiber-based quantum technologies. However, challenges remain in optimizing their optical properties. This Letter presents a detailed study of the optical properties of InAs quantum dots with optimized growth via molecular beam epitaxy. The authors realize high-quality single-photon emitters operating in the telecom O and C bands, and their growth technique is promising for further photonic technologies as well.

Fast, accurate, and predictive method for atom detection in site-resolved images of microtrap arrays

Marc Cheneau, Romaric Journet, Matthieu Boffety, François Goudail, Caroline Kulcsár, and Pauline Trouvé-Peloux

Phys. Rev. Applied 24, 064039 (2025) - Published 11 December, 2025

Optical detection of atoms or molecules in microtrap arrays is one of the enabling techniques for quantum simulation and computation. In many settings the individual traps are not optically resolved, and detection accuracy depends crucially on an image-processing algorithm. This study introduces an optimal method, rooted in estimation theory, that can drastically improve detection accuracy compared to familiar algorithms. It also provides a rigorous definition for the signal-to-noise ratio of the problem, which can be used to define the practical conditions under which accurate detection is possible, and to rationalize the design of future experiments in affected fields.

Photonic crystal cavities based on suspended yttrium iron garnet nanobeams

A. Rashedi, M. Ebrahimi, Y. Huang, M.J. Rudd, J.P. Davis, and V.A.S.V. Bittencourt

Phys. Rev. Applied 24, 054017 (2025) - Published 6 November, 2025

Hybrid platforms that join light, sound, and spin promise chip‑scale quantum transducers and precision sensors. Yttrium iron garnet (YIG) has the right mix of transparency and low magnetic damping, but making suspended nanostructures that confine all three excitations on one chip remains a tough challenge. The authors use focused‑ion‑beam milling to carve an air‑suspended YIG photonic crystal nanobeam that supports a confined optical mode plus colocalized gigahertz mechanical and magnonic modes. This approach opens a route to tunable magneto‑optomechanics and, with higher optical quality factors, could underpin efficient microwave-to-optical conversion for integrated quantum networks.

Integration of a GaAs-based nanomechanical phase shifter with quantum-dot single-photon sources

Celeste Qvotrup, Ying Wang, Marcus Albrechtsen, Rodrigo A. Thomas, Zhe Liu, Sven Scholz, Arne Ludwig, and Leonardo Midolo

Phys. Rev. Applied 24, 054016 (2025) - Published 6 November, 2025

Cryogenically compatible phase shifters are essential for the development of on-chip quantum photonic processors based on solid-state quantum emitters. Conventional thermo-optic phase shifters, however, fail to operate effectively at the low temperatures required for coherent single-photon generation. To overcome this limitation, researchers develop nano-optoelectromechanical systems (NOEMS) based on slot-mode waveguides and integrate them with quantum dots, resulting in a small, low-loss on-chip photon router. This technique offers a pathway to scale quantum photonic circuits with integrated deterministic emitters, and can be directly applied to a wide range of photonic platforms.

Tunable Josephson voltage source for quantum circuits

J.-L. Smirr, P. Manset, and Ç.Ö. Girit

Phys. Rev. Applied 24, 054003 (2025) - Published 3 November, 2025

A tunable voltage source with ultralow noise would move the frontier in experimental quantum electronics. The authors have developed a cryogenic superconducting voltage source that provides the same metrological precision as a Josephson voltage standard, while being widely and continuously tunable. They demonstrate how the source can be coupled to quantum circuits, and that it has extremely low noise over a huge voltage range. This tunable Josephson voltage source opens possibilities for observing fresh physical phenomena, and has applications in quantum information and mesoscopic physics.

Optimal quantum overlapping tomography: Theory and experiment

Chao Wei, Kada Yang, Liangyu Che, Feng Xu, Junda Song, and Tao Xin

Phys. Rev. Applied 24, 044091 (2025) - Published 29 October, 2025

Quantum overlapping tomography (QOT), which focuses on reconstructing subsystems of quantum systems, has emerged as a promising approach for quantum state learning, especially when full-state tomography is infeasible. QOT has attracted considerable interest and seen substantial development, but has not yet reached its ultimate limit. The authors introduce a unified framework for optimal QOT by mapping the problem to the “clique cover” model from graph theory. This framework provides superlative efficiency and experimental feasibility in measurement strategies. This validation of QOT’s utility paves the way for advanced quantum system characterization and state-property learning.

Long-distance quantum communication using concatenated ring graph codes

Love Pettersson and Anders S. Sørensen

Phys. Rev. Applied 24, 044090 (2025) - Published 29 October, 2025

This study develops a method to overcome the effect of loss in optical fibers, which is one of the main obstacles to long-distance quantum communication. The work discusses an architecture for quantum repeaters, in which information is encoded in error-correcting codes capable of handling both photon loss and logical errors. Advantages of this approach are that it can work with very limited resources at each repeater station, and is more robust to errors than previous techniques. The results can promote long-distance quantum communication at very high rates.

Josephson traveling-wave parametric amplifier based on a low-intrinsic-loss lumped-element coplanar waveguide

C.W. Sandbo Chang, Arjan F. Van Loo, Chih-Chiao Hung, Yu Zhou, Christian Gnandt, Shuhei Tamate, and Yasunobu Nakamura

Phys. Rev. Applied 24, 044081 (2025) - Published 27 October, 2025

Josephson traveling-wave parametric amplifiers (JTWPAs) are key to fast, frequency-multiplexed measurements in superconducting circuits. JTWPAs with periodic modulation are attractive, as they phase match without flux or dc bias, but they often suffer from significant gain ripples. Another common limitation in JTWPAs is intrinsic loss, which has prevented them from reaching the quantum limit of added noise. Here researchers address both issues by implementing an all-aluminum coplanar lumped-element JTWPA, using a qubit-compatible fabrication recipe. Their modulated device suppresses gain ripples for smooth, bias-free amplification, and approaches the quantum limit of added noise.

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