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Josephson Parametric Amplifiers (JPAs)

Updated 6 July 2026
  • JPAs are superconducting microwave amplifiers that use the nonlinear inductance of Josephson elements to enable parametric amplification with noise performance near the quantum limit.
  • They operate via four-wave or three-wave mixing, where a strong pump modulates a nonlinear resonator to coherently couple signal and idler, resulting in gain and squeezing.
  • Recent advances focus on expanding bandwidth, enhancing dynamic range, and improving integration through impedance engineering and simplified fabrication techniques.

Searching arXiv for recent and foundational JPA papers to ground the article. Josephson parametric amplifiers (JPAs) are superconducting microwave amplifiers that use the nonlinear, dissipationless inductance of Josephson elements to realize parametric amplification with noise performance near the quantum limit. In the literature surveyed here, the term encompasses several closely related architectures: lumped-element and distributed resonant devices, quarter-wave and half-wave resonators, reflection amplifiers, flux-pumped three-wave-mixing implementations, Kerr-resonator four-wave-mixing implementations, and more recent impedance-engineered and array-based extensions. Across these variants, the central physical mechanism is the same: a strong pump modulates a nonlinear resonator so that weak microwave sidebands identified as signal and idler are coherently coupled, enabling gain, squeezing, and frequency conversion (Bhoite et al., 30 Jul 2025). Experimentally, JPAs have been used as low-noise first-stage amplifiers for superconducting-qubit readout, propagating microwave-state generation and tomography, and axion haloscope receivers, while current research also targets wider bandwidth, higher dynamic range, improved fabrication compatibility, and intrinsic directionality (Zhong et al., 2013, Uchaikin et al., 2024).

1. Definitions, operating principles, and mode structure

A JPA uses the nonlinear inductance of a Josephson element to make a resonator frequency amplitude-dependent or flux-dependent, depending on architecture. In the Kerr-resonator formulation, the Josephson inductance is written as LJ(t)=Φ02πIccosϕ(t)L_J(t) = \frac{\Phi_0}{2\pi I_c \cos \phi(t)} and for small current as LJ(t)LJ(1+12(I(t)Ic)2),L_J(t) \approx L_J \left( 1 + \frac{1}{2} \left( \frac{I(t)}{I_c} \right)^2 \right), which produces an effective Kerr or χ(3)\chi^{(3)}-type nonlinearity (Bhoite et al., 30 Jul 2025). In flux-driven devices, a dc SQUID terminates or grounds a resonator, and the SQUID inductance depends on magnetic flux. A dc flux biases the resonance frequency, while an rf flux pump modulates the inductance and thereby the resonant frequency (Zhong et al., 2013, Pogorzalek et al., 2016).

Two mixing pictures dominate the literature. In four-wave mixing, the characteristic relation is 2ωp=ωs+ωi,2\omega_p = \omega_s + \omega_i, so that two pump photons are converted into signal and idler photons or vice versa (Bhoite et al., 30 Jul 2025). In flux-pumped three-wave-mixing devices, the paper-based operational relation is typically written as fp=fs+fi,f_p = f_s + f_i, with many experiments operating near fp2fsf_p \approx 2 f_s (Kutlu et al., 2023, Uchaikin et al., 2024). In both cases, the idler is not an incidental by-product but an essential degree of freedom: amplification comes from coherent coupling between a signal fluctuation and its phase-conjugate partner (Bhoite et al., 30 Jul 2025).

The standard distinction between nondegenerate and degenerate operation is central. In the nondegenerate mode, signal and idler occupy different frequencies and the amplifier is phase-insensitive; in the degenerate mode, they overlap in frequency and one quadrature is amplified while the orthogonal quadrature is deamplified (Zhong et al., 2013). The 2013 flux-driven experiment explicitly states that in degenerate mode “one quadrature is amplified while the orthogonal one is deamplified, enabling squeezing below vacuum,” whereas in nondegenerate mode both quadratures are amplified and the standard quantum limit requires at least half a photon of added noise (Zhong et al., 2013).

Reflection geometry is the dominant configuration across the surveyed work. The nonlinear resonator is coupled to a single input/output line, and gain appears in the reflected field rather than in transmission (Bhoite et al., 30 Jul 2025, Ranzani et al., 2022, Elo et al., 2018). In circuit terms, this geometry is natural for impedance matching and for extracting parametric gain as a dressed reflection coefficient (Bhoite et al., 30 Jul 2025). In experimental chains, a circulator is then used to separate the outgoing reflected signal from the incoming tone and to shield the JPA from downstream amplifier backaction (Zhong et al., 2013, Uchaikin et al., 2024).

2. Canonical flux-driven and Kerr-resonator descriptions

A particularly well-characterized flux-driven implementation is the quarter-wave transmission-line resonator terminated by a dc SQUID studied in “Squeezing with a flux-driven Josephson parametric amplifier” (Zhong et al., 2013). There the JPA is fabricated from a 50nm50\,\mathrm{nm} Nb film on oxidized silicon with an Al SQUID made by shadow evaporation, includes a coupling capacitor of about 30fF30\,\mathrm{fF}, uses a SQUID loop of 4.2×2.4μm24.2\times 2.4\,\mu\mathrm{m}^2, and is operated near f05.634f_0 \approx 5.634LJ(t)LJ(1+12(I(t)Ic)2),L_J(t) \approx L_J \left( 1 + \frac{1}{2} \left( \frac{I(t)}{I_c} \right)^2 \right),0 with external quality factor LJ(t)LJ(1+12(I(t)Ic)2),L_J(t) \approx L_J \left( 1 + \frac{1}{2} \left( \frac{I(t)}{I_c} \right)^2 \right),1 (Zhong et al., 2013). The pump is applied through a separate flux line at LJ(t)LJ(1+12(I(t)Ic)2),L_J(t) \approx L_J \left( 1 + \frac{1}{2} \left( \frac{I(t)}{I_c} \right)^2 \right),2 which the authors identify as a major advantage of the flux-driven design because it provides strong pump-signal isolation and avoids elaborate pump cancellation at the signal port (Zhong et al., 2013).

The same class of flux-driven dc-SQUID-terminated quarter-wave devices was studied in detail in the 2016 work on hysteretic flux response (Pogorzalek et al., 2016). That paper shows that finite SQUID loop inductance modifies the standard ideal-SQUID tuning picture. The resonance is described by a distributed-element resonator model terminated by an effective SQUID energy LJ(t)LJ(1+12(I(t)Ic)2),L_J(t) \approx L_J \left( 1 + \frac{1}{2} \left( \frac{I(t)}{I_c} \right)^2 \right),3, leading to an approximate resonance relation LJ(t)LJ(1+12(I(t)Ic)2),L_J(t) \approx L_J \left( 1 + \frac{1}{2} \left( \frac{I(t)}{I_c} \right)^2 \right),4 The finite screening parameter LJ(t)LJ(1+12(I(t)Ic)2),L_J(t) \approx L_J \left( 1 + \frac{1}{2} \left( \frac{I(t)}{I_c} \right)^2 \right),5 controls whether the resonance-frequency–flux curve becomes hysteretic due to multiple minima in the dc-SQUID two-dimensional phase potential (Pogorzalek et al., 2016). In that study, three of five flux-driven JPAs exhibited a hysteretic dependence of resonant frequency on applied magnetic flux, and the measured characteristics were reproduced by numerical simulations based on the two-dimensional potential landscape of the dc SQUID (Pogorzalek et al., 2016).

The most explicit general theoretical framework in the provided corpus is the 2025 review “Parametric Amplification in Kerr Nonlinear Resonators: A theoretical review of Josephson Parametric Amplifiers” (Bhoite et al., 30 Jul 2025). It models a JPA as a driven Kerr nonlinear resonator with ordinary damping and possible two-photon loss. The resonator Hamiltonian is LJ(t)LJ(1+12(I(t)Ic)2),L_J(t) \approx L_J \left( 1 + \frac{1}{2} \left( \frac{I(t)}{I_c} \right)^2 \right),6 with three ports representing input/output coupling, linear internal loss, and nonlinear two-photon loss (Bhoite et al., 30 Jul 2025). Under a strong pump, the intracavity pump energy LJ(t)LJ(1+12(I(t)Ic)2),L_J(t) \approx L_J \left( 1 + \frac{1}{2} \left( \frac{I(t)}{I_c} \right)^2 \right),7 obeys a cubic Duffing-like steady-state equation, and the Kerr-shifted resonance condition is LJ(t)LJ(1+12(I(t)Ic)2),L_J(t) \approx L_J \left( 1 + \frac{1}{2} \left( \frac{I(t)}{I_c} \right)^2 \right),8 The review emphasizes that large gain occurs near the Duffing critical point, but operation exactly there is unstable or excessively sensitive (Bhoite et al., 30 Jul 2025).

Linearization around the pumped steady state yields the fluctuation equation LJ(t)LJ(1+12(I(t)Ic)2),L_J(t) \approx L_J \left( 1 + \frac{1}{2} \left( \frac{I(t)}{I_c} \right)^2 \right),9 where the anomalous χ(3)\chi^{(3)}0 term is precisely what produces signal-idler coupling, phase-sensitive gain, and squeezing (Bhoite et al., 30 Jul 2025). Using input-output theory, the output field takes the characteristic form χ(3)\chi^{(3)}1 which is the hallmark of a parametric amplifier (Bhoite et al., 30 Jul 2025). The same review gives explicit formulas for parametric gain and intermodulation gain and stresses the standard gain-bandwidth tradeoff: as one linearized pole softens near bifurcation, gain rises but bandwidth narrows (Bhoite et al., 30 Jul 2025).

3. Core performance metrics and experimentally observed tradeoffs

The main figures of merit recur across the literature: power gain, signal and idler gain, instantaneous bandwidth, gain-bandwidth product, saturation or χ(3)\chi^{(3)}2 compression point, tuning range, and added noise. In nondegenerate operation, the 2013 flux-driven JPA showed both signal and idler gain converging to about χ(3)\chi^{(3)}3 for a χ(3)\chi^{(3)}4 signal-pump/2 detuning, with signal and idler instantaneous bandwidths of χ(3)\chi^{(3)}5 and a gain-bandwidth product close to χ(3)\chi^{(3)}6 Its χ(3)\chi^{(3)}7 compression point was χ(3)\chi^{(3)}8 In degenerate operation, the maximum gain and deamplification were χ(3)\chi^{(3)}9 respectively (Zhong et al., 2013).

The same general tradeoff appears in newer broadband designs, but shifted to a different operating point. The 2022 wideband JPA with an integrated Ruthroff transformer achieved up to 20 dB gain, 200 MHz bandwidth at 20 dB gain, 450 MHz bandwidth at 17 dB gain near 6.3 GHz, less than 1 dB ripple, and a 2–3 GHz gain-bandwidth product, while retaining an input 2ωp=ωs+ωi,2\omega_p = \omega_s + \omega_i,0 of 2ωp=ωs+ωi,2\omega_p = \omega_s + \omega_i,1 Its center frequency could be tuned from 5.2 to 6.5 GHz, whereas the passive impedance transformer itself provided broadband transformation over 2 to 18 GHz (Ranzani et al., 2022). The key design lever was reducing the environment impedance from 2ωp=ωs+ωi,2\omega_p = \omega_s + \omega_i,2 to 2ωp=ωs+ωi,2\omega_p = \omega_s + \omega_i,3, which lowers the bare resonator quality factor by a factor of 4 through 2ωp=ωs+ωi,2\omega_p = \omega_s + \omega_i,4 The paper explicitly identifies the transformer’s function as reducing 2ωp=ωs+ωi,2\omega_p = \omega_s + \omega_i,5, broadening response, and improving gain flatness (Ranzani et al., 2022).

The 2025 merged-element JPA pushes similar broadbanding from a different fabrication angle. It reports more than 15 dB gain over a 500 MHz bandwidth, more than 10 dB gain over more than 1 GHz, and a mean 2ωp=ωs+ωi,2\omega_p = \omega_s + \omega_i,6 compression power of approximately 2ωp=ωs+ωi,2\omega_p = \omega_s + \omega_i,7 Its significance lies less in a new gain mechanism than in eliminating the discrete shunt capacitor by using the intrinsic capacitance of large-area Josephson junctions, thereby simplifying fabrication and making the device compatible with standard superconducting-qubit processes (Sun et al., 17 Jun 2025).

Dynamic-range engineering is a major theme in more application-driven work. The rf-SQUID-array design benchmarked on a 54-qubit Sycamore processor achieved 250–300 MHz bandwidth, 2ωp=ωs+ωi,2\omega_p = \omega_s + \omega_i,8 dB gain across the readout band and typically 2ωp=ωs+ωi,2\omega_p = \omega_s + \omega_i,9 dB at resonator frequencies, but most notably input saturation powers up to fp=fs+fi,f_p = f_s + f_i,0 at 20 dB gain and output fp=fs+fi,f_p = f_s + f_i,1 in the fp=fs+fi,f_p = f_s + f_i,2 to fp=fs+fi,f_p = f_s + f_i,3 dBm range (White et al., 2022). The paper attributes this to distributing the nonlinearity across rf-SQUID arrays so that the effective Kerr nonlinearity is reduced while the total linear inductance remains useful for pumping. It also reports that this high-power design had no adverse effect on inferred systems-level noise, readout fidelity, or qubit dephasing (White et al., 2022).

At the other extreme, the 2022 three-dimensional JPA deliberately sacrifices bandwidth to improve dynamic range through nonlinear dilution. It uses a 3D cavity mode coupled dispersively to a SQUID embedded in a 2D resonator, and reports gains in excess of 40 dB, with 20 dB gain corresponding to a bandwidth of 0.4 MHz, a fp=fs+fi,f_p = f_s + f_i,4 compression point of fp=fs+fi,f_p = f_s + f_i,5 and added noise consistent with half a quantum (Mahboob et al., 2022). This suggests a design point where wide instantaneous bandwidth is not the priority; instead the goal is improved power handling and compatibility with high-fp=fs+fi,f_p = f_s + f_i,6 3D cavity systems.

A different way of enlarging usable frequency coverage is to move from one resonant mode to many. The Josephson Array Mode Parametric Amplifier (JAMPA) uses the standing-wave modes of a long nonlinear array as its signal-idler manifold and demonstrated 20 dB gain at almost any frequency in the 4–12 GHz band, with average 11 MHz bandwidth, average fp=fs+fi,f_p = f_s + f_i,7, and best fp=fs+fi,f_p = f_s + f_i,8 (Sivak et al., 2019). This is not broadband in the instantaneous sense of a transformer-matched JPA, but it is broadband in usable tunable coverage because the mode spacing is comparable to the flux tunability of each mode (Sivak et al., 2019).

4. Noise, quantum limits, and squeezed-state generation

JPAs are valued because their amplification is based on reactive, rather than dissipative, nonlinearity. For phase-insensitive amplification, the standard quantum limit is the addition of half a photon or equivalently a noise temperature fp=fs+fi,f_p = f_s + f_i,9 This relation is used explicitly in the CAPP axion-development papers and in JPA characterization systems (Ivanov et al., 2023, Uchaikin et al., 2024). In the 2013 flux-driven JPA study, nondegenerate noise calibration yielded a total added-noise temperature of fp2fsf_p \approx 2 f_s0 close to the standard quantum limit of fp2fsf_p \approx 2 f_s1 photons or fp2fsf_p \approx 2 f_s2 at their operating frequency (Zhong et al., 2013). In degenerate mode, the same work extracted an added noise of fp2fsf_p \approx 2 f_s3 to the amplified quadrature, below the single-quadrature standard quantum limit of fp2fsf_p \approx 2 f_s4 photons for an ideal phase-insensitive amplifier (Zhong et al., 2013).

The generation and detection of squeezed microwave states is one of the defining achievements of JPAs. In the flux-driven device of (Zhong et al., 2013), homodyne detection showed vacuum squeezing through the superposition of signal and idler sidebands, but the more quantitative result came from dual-path cross-correlation state reconstruction. Using independent HEMT chains and moment reconstruction up to fourth order, the authors reconstructed Wigner functions of squeezed vacuum and squeezed thermal states and found fp2fsf_p \approx 2 f_s5 of squeezing below vacuum at fp2fsf_p \approx 2 f_s6 signal gain (Zhong et al., 2013). The same work showed that squeezing degraded at higher gain because the device approached the bifurcation regime and higher-order cumulants became nonzero, so the state ceased to be purely Gaussian (Zhong et al., 2013). This is a practical warning against equating “highest gain” with “best squeezing.”

The same experiment also analyzed squeezed coherent states generated by sending a coherent tone into a pumped JPA. The relevant operator ordering was fp2fsf_p \approx 2 f_s7 and the displaced squeezed-state mean field followed fp2fsf_p \approx 2 f_s8 Fits gave fp2fsf_p \approx 2 f_s9 consistent with independently extracted 50nm50\,\mathrm{nm}0 (Zhong et al., 2013). These results show that JPAs are not only amplifiers but sources of nonclassical propagating microwave radiation whose output can be reconstructed quantitatively in phase space.

Noise performance remains central in application-oriented deployments. In CAPP’s axion program, added noise temperatures below 150 mK were reported up to 6 GHz, with some devices reaching values effectively at the quantum limit; at 50nm50\,\mathrm{nm}1, the paper compares an added noise around 150 mK with a quantum limit of about 141 mK (Uchaikin et al., 2024). In the 2023 four-channel characterization platform paper, two JPAs measured in one cooldown showed minimum noise temperatures of 80 mK at about 1.2 GHz and 130 mK at about 2 GHz, with maximum gains of 14 dB and 19 dB, respectively, and were described as operating close to the quantum limit (Ivanov et al., 2023).

5. Architectures, fabrication strategies, and system integration

The literature surveyed here shows that “JPA” now refers to a family of architectures rather than a single circuit. The simplest lumped-element broadband implementation in the papers on arXiv is the 2018 single-step-lithography device: a SQUID shunted by an interdigital capacitor, fabricated entirely by one e-beam lithography step plus double-angle Al evaporation and in-situ oxidation. It achieved 20 dB gain with 95 MHz bandwidth around 5 GHz, center-frequency tunability from 4.8 to 5.8 GHz, and rapid retuning via pump frequency alone (Elo et al., 2018). Its fabrication novelty lies in the bridgeless shadow evaporation technique, which enables reliable large junctions of about 50nm50\,\mathrm{nm}2 and therefore high critical current with a low critical-current density of 50nm50\,\mathrm{nm}3 (Elo et al., 2018).

By contrast, the 2022 impedance-transformed JPA uses a discrete SQUID-plus-capacitor resonator embedded in a compact on-chip Ruthroff transformer made of broadside-coupled superconducting lines (Ranzani et al., 2022). The 2025 merged-element JPA instead removes the discrete capacitor entirely, relying on the junction self-capacitance of large-area overlap Al/AlO50nm50\,\mathrm{nm}4/Al junctions fabricated by laser lithography (Sun et al., 17 Jun 2025). The tradeoff suggested by these two papers is not between two different amplification mechanisms but between two routes to a broad-band, fabrication-compatible impedance-engineered JPA.

More radical departures include the three-dimensional JPA (Mahboob et al., 2022), the array-mode JAMPA (Sivak et al., 2019), and the nanowire-based gate-tunable JPA (Rousset-Zenou et al., 30 Sep 2025). The nanowire work is notable because it replaces the usual tunnel-junction nonlinear element with parallel InAs nanowire Josephson junction arrays with epitaxial Al, embedded in a 50nm50\,\mathrm{nm}5 microstrip resonator. It reports gate-tunable resonance shifts approaching 1 GHz, gain exceeding 20 dB, instantaneous bandwidth of a few MHz, a 50nm50\,\mathrm{nm}6 compression point of 50nm50\,\mathrm{nm}7 and added noise about 3 times the quantum limit (Rousset-Zenou et al., 30 Sep 2025). The paper’s explicit motivation is materials-platform compatibility with gatemons, Andreev qubits, and spin qubits, not a claim to outperform the best tunnel-junction JPAs (Rousset-Zenou et al., 30 Sep 2025).

System integration, rather than chip-level novelty, is the focus of two CAPP papers. The 2023 four-channel system paper presents a millikelvin noise-source platform that can characterize multiple JPA and HEMT chains in one cooldown, motivated by the need for continuous operation over months in axion haloscopes and the difficulty of warm-up cycles (Ivanov et al., 2023). The 2024 overview details how flux-driven JPAs are actually deployed in high-field haloscope receivers, including cryogenic switches, multichannel operation, parallel/serial JPA assemblies, and the “Onion Shield” for magnetic shielding near multi-tesla magnets (Uchaikin et al., 2024). These papers suggest that in large experiments, JPA performance is inseparable from shielding, cryogenic switching, calibration infrastructure, and automated tuning (Ivanov et al., 2023, Uchaikin et al., 2024).

6. Application domains, present limitations, and research directions

JPAs are already indispensable in several application domains represented in the papers on arXiv. In superconducting quantum computing, they serve as the first-stage amplifier for qubit readout. The high-dynamic-range rf-SQUID-array design was explicitly benchmarked on a 54-qubit Sycamore processor and shown to support 6:1 multiplexed readout without visible multitone gain-compression penalties, while maintaining an inferred added-noise upper bound of 1.6 times the quantum limit (White et al., 2022). In microwave quantum optics, the 2013 flux-driven experiment demonstrated generation and tomography of squeezed vacuum, squeezed thermal, and squeezed coherent states (Zhong et al., 2013). In axion haloscopes, the CAPP work shows that near-quantum-limited JPA front ends directly improve scan speed because the expected cavity signal power is only 50nm50\,\mathrm{nm}8–50nm50\,\mathrm{nm}9 and the scan rate scales inversely with 30fF30\,\mathrm{fF}0 (Uchaikin et al., 2024).

Despite this maturity, several limitations are explicit across the literature. The first is the usual resonant-amplifier compromise between gain, bandwidth, and dynamic range. Conventional resonant JPAs can offer excellent noise but narrow bandwidth and low compression power (Ranzani et al., 2022, White et al., 2022). Impedance engineering broadens bandwidth but leaves the system sensitive to packaging, residual reflections, and embedding reactance (Ranzani et al., 2022, Sun et al., 17 Jun 2025). Array-based nonlinear elements raise dynamic range but often reduce tunability or complicate the circuit (White et al., 2022). Flux-driven resonators must also contend with flux noise and, for finite SQUID screening parameter, hysteretic tuning (Pogorzalek et al., 2016).

A second limitation is environmental sensitivity. Multiple papers stress that the real and imaginary parts of the embedding impedance both matter, and that small impedance perturbations can strongly distort gain at high parametric gain (Ranzani et al., 2022, Sun et al., 17 Jun 2025). The CAPP tuning paper makes the same point in operational language: optimum gain and noise depend nontrivially on flux bias, pump frequency, and pump power, and even the state of a cryogenic switch can shift the optimal settings by 1–2 dB in gain (Kutlu et al., 2023). This motivates data-driven tuning approaches. That 2023 work proposes a look-up table plus online fine-tuning, demonstrating stable 20 dB gain around 5.9 GHz, approximately 100 MHz tuning range, 20 kHz scan steps, and less than 2 s retune time in an axion experiment (Kutlu et al., 2023).

A third limitation is fabrication and integration burden. Conventional broadband lumped JPAs have often required specialized shunt capacitors or complex matching networks (Sun et al., 17 Jun 2025). The merged-element design and the single-step-lithography design are direct responses to that burden (Sun et al., 17 Jun 2025, Elo et al., 2018). The gate-tunable nanowire JPA addresses a different integration bottleneck: compatibility with semiconductor-superconductor qubit platforms (Rousset-Zenou et al., 30 Sep 2025).

Several research directions emerge directly from the supplied papers. One is intrinsic directionality. The proposed topological JPA array uses nonlinearly coupled JPA sites with a collective four-wave-mixing pump whose phase increases linearly across the array. It predicts gains exceeding 20 dB, bandwidths from hundreds of MHz to GHz, reverse isolation above 30 dB, operation near the quantum noise limit, and tolerance to up to 15% fabrication disorder (2207.13728). Another is unifying quantum-theory design and circuit CAD. The 2025 time-domain design paper argues that equivalent-circuit simulation in open-source Josephson simulators can reproduce key gain behavior while fitting naturally into engineering optimization workflows (Küçükyılmaz et al., 25 Aug 2025). A third is expanding the materials and device basis of JPAs, as seen in nanowire weak-link implementations (Rousset-Zenou et al., 30 Sep 2025).

A common misconception is that a JPA is only a narrowband, single-purpose, qubit-readout preamplifier. The surveyed literature suggests a broader and more precise view. JPAs constitute a design space of parametrically pumped superconducting nonlinear resonators and resonator arrays that can be optimized for squeezing, low-noise amplification, broad tunability, broad instantaneous bandwidth, high dynamic range, materials compatibility, or even intrinsic directionality, depending on the architecture (Zhong et al., 2013, Ranzani et al., 2022, White et al., 2022, 2207.13728). A plausible implication is that the future of JPAs will be defined less by a single “best” circuit and more by application-specific operating points within this broader landscape.

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