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REVIEW 4 major objections 2 minor 72 references

Radio Killed the Axion Star: Constraining Axion Properties with Radio Telescopes

T0 review · 4 major / 2 minor · reviewed 2026-08-15 · deepseek-v4-flash

Pith's one-line read Axinovae may shine bright in radio, giving a new axion dark matter probe

desk verdict The uploaded full text is a different paper about covert RF communication, so the abstract's axion-radio detectability claim has no supporting content in this submission. read the letter →

arxiv 2508.08371 v1 pith:U4J2DMIT submitted 2025-08-11 hep-ph

classification hep-ph PACS 14.80.Va95.35.+d
keywords axiondarkmatterstaraxinovaeradiotransientsstimulateddecayaxion-photoncouplingBose-Einsteincondensationpost-inflationarysubstructure
topics Dark Matter
open problems Dark Matter
verification ladder T0 review T1 audit T2 compute T3 formal

The pith

A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.

The reading

The paper aims to establish that collapsing axion stars, called axinovae, can be detected by radio transient surveys if the axion-photon coupling is modestly enhanced, with $\kappa \sim \mathcal{O}(10)$ in $g_{a\gamma} = \kappa \alpha/(2\pi f_a)$. The claim is that in the post-inflationary axion scenario, substructures enhance axion star formation, so enough axinovae occur to be observable as radio transients. A sympathetic reader would care because this would turn radio telescopes into axion dark matter detectors, complementing laboratory and astrophysical searches. The supplied full text, however, is a manuscript about covert communication using software-defined radios, not the axion derivation; the abstract's quantitative claims are therefore not supported by derivation in the provided material.

What carries the argument

The working machinery is the axion star: a Bose-Einstein-condensed clump of ultralight axions or axion-like particles that grows, reaches a critical mass, collapses, and explodes as an axinova, releasing relativistic axions. The radio signal comes from stimulated decay of axions inside the coherent compact star, whose rate is controlled by the axion-photon coupling $g_{a\gamma} = \kappa \alpha/(2\pi f_a)$; a modest enhancement $\kappa \sim \mathcal{O}(10)$ makes the photon flux significant. Neither the collapse dynamics nor the photon emission rate is derived in the supplied text, so the mechanism is stated but not demonstrated here.

What would settle it

A radio transient survey with sufficient fluence sensitivity covering a volume large enough to contain many expected axinovae would find the predicted bursts or, if none appear, exclude the $\kappa \sim \mathcal{O}(10)$ region of the axion-photon coupling parameter space.

Watch

Extended reading notes

Core claim

The central claim is that for axion models with a modest enhancement of the axion-photon coupling, $g_{a\gamma} = \kappa \alpha/(2\pi f_a)$ with $\kappa \sim \mathcal{O}(10)$, axinovae emit a significant flux of radio photons, and the paper determines the parameter range over which these events are detectable in radio transient searches. The physical chain is: ultralight axion dark matter forms Bose-Einstein condensates and solitons in halo centers; axion stars grow to a critical mass, collapse, and explode as axinovae with relativistic axion emission; stimulated decay of axions in the coherent compact star produces accompanying photons; with an enhanced coupling those photons are in the radio band and detectable. If this holds, radio transient surveys become a direct probe of axion parameter space, including the post-inflationary QCD axion scenario.

Load-bearing premise

The radio flux is only real if collapsing axion stars efficiently convert some of their axions into radio photons through stimulated decay, and if such collapses happen often enough in the post-inflationary substructures to be seen by radio transient surveys.

Editorial extensions

If this is right

  • If axinovae emit significant radio flux, radio transient surveys become an axion search channel with sensitivity to $\kappa \sim \mathcal{O}(10)$ coupling enhancements.
  • Non-detection of axinova bursts in sufficiently sensitive surveys would constrain or exclude that region of axion parameter space.
  • The event rate is tied to axion star formation in post-inflationary substructures, so observations could distinguish the post-inflationary QCD axion scenario from models with different substructure predictions.
  • Radio observations would probe axion self-interactions and the critical mass for collapse, which are otherwise hard to access.

Reading between the lines

Editorial extensions of the paper, not claims the author makes directly.

  • If the stimulated-decay efficiency turns out to be lower than assumed, the radio flux could drop below detectability without ruling out axinovae themselves; this makes the photon rate the first quantity to test with a targeted calculation.
  • A natural extension is to predict the burst light curve and fluence distribution so that transient surveys can run matched-filter searches rather than simple threshold triggers.
  • The abstract implies a quantitative sensitivity reach, but the supplied text does not contain the calculation; reproducing that derivation would be the direct test of the paper's central claim.
  • Comparable emission might occur for other ultralight bosonic dark matter candidates that Bose-Einstein condense, so the radio-transient channel could generalize beyond QCD axions.
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Editorial analysis

A structured set of objections, weighed in public.

Desk editor's note, referee report, and a circularity audit.

Referee Report

4 major / 2 minor

Summary. The submission, arXiv:2508.08371, presents an abstract claiming that axion star collapses ("axinovae") produce a significant radio photon flux through stimulated decay of axions in coherent compact axion stars, and that this flux makes axinovae detectable by radio transient searches for a modest enhancement κ ~ O(10) of the axion-photon coupling. The full text supplied with the submission, however, is a different paper, arXiv:2508.08380v2 [cs.NI], titled "Experimental Validation of Provably Covert Communication Using Software-Defined Radio." That body text contains no mention of axions, axinovae, decay constants, stimulated decay, radio astronomy, or the parameter κ. No equation, figure, table, simulation, or data set in the full text supports the abstract's central claim, and no derivation of the claimed detectable parameter range is present.

Significance. If the abstract's claim were substantiated, it would offer a new observational channel for axion dark matter by linking axion star collapse to radio transient surveys, complementing existing cavity, helioscope, and astrophysical searches. The proposed process—radio photon emission via stimulated decay of axions in a collapsing coherent axion star—is physically interesting and connects to active literature on axion stars and axinovae. However, because the supplied full text contains no derivation of the radio flux, no event-rate estimate, no telescope-sensitivity calculation, and no quantitative parameter scan, the significance of the claim cannot be assessed. The manuscript as submitted provides an unsupported assertion rather than a testable result.

major comments (4)
  1. [Abstract / Full text] The abstract's central assertion that "We determine the range of parameters over which axinovae can be detectable with radio transient searches" is not supported anywhere in the supplied text. The body contains no equations, simulations, figures, or tables related to axions, axinovae, stimulated decay, or radio telescopes; it is the text of arXiv:2508.08380v2 [cs.NI] on covert RF communication. No parameter range can be checked or reproduced from the manuscript.
  2. [Abstract, second sentence] The predicted radio flux from stimulated decay of axions in a collapsing axion star is asserted but never derived. The phrase "significant flux of radio photons" is not quantified, and without a flux estimate, an event-rate model, and a comparison with radio transient survey sensitivities, the detectability claim is not established. In particular, the dependence of the flux on the parameters m_a, f_a, and κ is absent.
  3. [Abstract, coupling definition] The manuscript defines g_aγ = κ α/(2π f_a) but provides no formula connecting this coupling to the radio luminosity or to the claimed detectable parameter range. Because κ appears both as the enhancement factor and, presumably, as an input to the flux, the claimed detectability for κ ~ O(10) may reflect a hand-chosen input rather than a predicted signal. Without an explicit calculation, the claim is unfalsifiable as presented.
  4. [Full text header] The manuscript is internally inconsistent: the title, abstract, and hep-ph classification describe an axion astrophysics paper, while the full text is an unrelated experimental paper on covert communication with its own arXiv identifier. This mismatch is explicitly visible in the document header and prevents independent verification of the central claim. This is not a disagreement with consensus physics but a missing-argument problem.
minor comments (2)
  1. [Abstract] The notation κ, α, f_a, and the relation g_aγ = κ α/(2π f_a) are introduced in the abstract but never defined or used in the body; a correct manuscript should define these quantities and provide a proper reference list for axion stars and axinovae.
  2. [Full text] The affiliations, acknowledgments, and funding statements in the supplied full text refer to the University of Arizona covert-communication project, not to axion astrophysics; these are inconsistent with the submitted title and subject classification.

Circularity Check

0 steps flagged · score 0.0 of 10

No circularity demonstrable: the supplied full text is an unrelated covert-RF paper, so the axion abstract has no derivational chain to audit.

full rationale

The claimed derivation chain of the abstract—axion star formation, collapse to axinova, stimulated decay to radio photons, and detectability for kappa~O(10)—cannot be walked in the supplied manuscript because the full text is a different paper: 'Experimental Validation of Provably Covert Communication Using Software-Defined Radio', arXiv:2508.08380v2 [cs.NI]. That text contains no equations or arguments about axions, axinovae, decay constants, kappa, stimulated decay, or radio astronomy. Under the hard rule that circularity requires quoting a specific reduction (Eq. X = Eq. Y by construction, or a fitted parameter renamed as a prediction), no circular step can be exhibited here. The abstract's assertions are indeed unsupported by the supplied body, but that is a missing-content defect rather than an equivalence-to-input by construction. A genuine circularity audit would require the actual hep-ph manuscript text, which was not supplied.

Assumptions & free parameters 2 free parameters · 5 assumptions · 0 invented entities

Everything load-bearing in the abstract is carried in from prior axion literature: soliton formation, critical-mass collapse, axinovae, and stimulated decay. The only hand-chosen input visible is κ ~ O(10), the regime in which the radio flux is claimed to be significant, plus the unspecified (m_a, f_a) scan range. No new particles or forces are introduced. A complete audit is impossible because the supplied full text is an unrelated manuscript.

free parameters (2)
  • κ, multiplicative enhancement of the axion-photon coupling g_{aγ} = κ ~ O(10)
    The abstract makes the radio flux significant only in this hand-chosen regime and maps the detectable range there; the claim is conditional on this input.
  • Axion mass and decay constant scan range (m_a, f_a) = unspecified in abstract
    The claimed detectable parameter range must be mapped over axion model parameters; the grid, priors, and any data anchors are absent from the supplied text.
assumptions (5)
  • domain assumption Ultralight axion dark matter Bose-Einstein condenses into axion stars and solitons in halo centers.
    Abstract, first sentence: the paper takes soliton formation from large phase density as given.
  • domain assumption Axion stars grow to a critical mass, collapse, and explode as axinovae emitting relativistic axions.
    Abstract, second sentence: the growth-collapse-explosion pathway is assumed from prior literature.
  • domain assumption Stimulated decay of axions in the coherent compact star produces accompanying photon emission.
    Abstract, third sentence: the radio flux that radio telescopes would detect depends on this conversion process.
  • domain assumption Post-inflationary substructures enhance the axion star formation rate.
    Abstract, first paragraph: the enhanced formation rate sets the event rate for transient searches.
  • domain assumption The axion-photon coupling takes the form g_{aγ} = κ α/(2π f_a) with standard model parameters α and f_a.
    Abstract: the coupling normalization is the standard axion effective field theory relation with a rescaling κ; it converts axion star bursts into photon flux.

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Cite this review

Pith. "Pith review of Radio Killed the Axion Star: Constraining Axion Properties with Radio Telescopes." pith.science (2026). https://pith.science/paper/U4J2DMIT

@misc{pith2026250808371,
  author       = {Pith},
  title        = {Pith review of: Radio Killed the Axion Star: Constraining Axion Properties with Radio Telescopes},
  year         = {2026},
  howpublished = {\url{https://pith.science/paper/U4J2DMIT}},
  note         = {Machine review of arXiv:2508.08371}
}
abstract

Axion dark matter or any ultralight bosonic dark matter can go through Bose-Einstein condensation due to the large phase density, leading to the formation of axion stars or solitons in dark matter halo centers. The formation rate is enhanced in the presence of the substructures expected in the post-inflationary scenario for the QCD axion or axion-like particles. An axion star will continue to grow until a critical mass is reached, after which it collapses and then explodes, with the emission of relativistic axions, in a process called an ``axinovae.'' There can also be accompanying photon emission due to the stimulated decay of axions in the coherent compact axion star. In axion models with a modest enhancement ($\kappa\sim \mathcal{O}(10)$) of the axion-photon coupling $g_{a\gamma}= \kappa \alpha/(2\pi f_a)$ axinovae will contain a significant flux of radio photons. We determine the range of parameters over which axinovae can be detectable with radio transient searches.

Discussion (0). Continue with ORCID to comment.

Reference graph

Works this paper leans on

72 extracted references · 53 canonical work pages

  1. [1]

    Square root law for commu- nication with low probability of detection on AWGN channels,

    B. A. Bash, D. Goeckel, and D. Towsley, “Square root law for commu- nication with low probability of detection on AWGN channels,” inProc. IEEE Int. Symp. Inform. Theory (ISIT), Cambridge, MA, Jul. 2012

  2. [2]

    Limits of reliable communication with low probability of de- tection on AWGN channels,

    ——, “Limits of reliable communication with low probability of de- tection on AWGN channels,”IEEE J. Select. Areas Commun., vol. 31, no. 9, pp. 1921–1930, 2013

  3. [3]

    Hiding information in noise: Fundamental limits of covert wireless communication,

    B. A. Bash, D. Goeckel, S. Guha, and D. Towsley, “Hiding information in noise: Fundamental limits of covert wireless communication,”IEEE Commun. Mag., vol. 53, no. 12, 2015

  4. [4]

    Covert communications: A comprehensive survey,

    X. Chen, J. An, Z. Xiong, C. Xing, N. Zhao, F. R. Yu, and A. Nal- lanathan, “Covert communications: A comprehensive survey,”IEEE Commun. Surv. Tutor., vol. 25, no. 2, pp. 1173–1198, 2023

  5. [5]

    A. J. Menezes, S. A. Vanstone, and P. C. V . Oorschot,Handbook of Applied Cryptography. Boca Raton, FL, USA: CRC Press, Inc., 1996

  6. [6]

    M. R. Bloch and J. Barros,Physical-Layer Security. Cambridge University Press, 2011

  7. [7]

    M. K. Simon, J. K. Omura, R. A. Scholtz, and B. K. Levitt,Spread Spectrum Communications Handbook. McGraw-Hill, 1994

  8. [8]

    T. M. Cover and J. A. Thomas,Elements of Information Theory, 2nd ed. John Wiley & Sons, Hoboken, NJ, 2002

Show all 72 references
  1. [9]

    Covert communication over noisy channels: A resolvabil- ity perspective,

    M. R. Bloch, “Covert communication over noisy channels: A resolvabil- ity perspective,”IEEE Trans. Inf. Theory, vol. 62, no. 5, pp. 2334–2354, May 2016

  2. [10]

    Fundamental limits of communication with low probability of detection,

    L. Wang, G. W. Wornell, and L. Zheng, “Fundamental limits of communication with low probability of detection,”IEEE Trans. Inf. Theory, vol. 62, no. 6, pp. 3493–3503, Jun. 2016

  3. [11]

    First and second order asymptotics in covert communication,

    M. Tahmasbi and M. R. Bloch, “First and second order asymptotics in covert communication,”IEEE Trans. Inf. Theory, vol. 65, no. 4, pp. 2190–2212, Apr. 2019

  4. [12]

    On the second order asymptotics of covert communications over awgn channels,

    Y . Xinchun, S. Wei, S.-L. Huang, and X. P. Zhang, “On the second order asymptotics of covert communications over awgn channels,” in Proc. IEEE Int. Conf. Commun. (ICC), 2024, pp. 1479–1484

  5. [13]

    Covert communication over broadcast channels,

    K. S. K. Arumugam and M. R. Bloch, “Covert communication over broadcast channels,” inProc. Inform. Theory Workshop (ITW), Nov. 2017, pp. 299–303

  6. [14]

    Covert communication in wireless relay networks,

    J. Hu, S. Yan, X. Zhou, F. Shu, and J. Wang, “Covert communication in wireless relay networks,” arXiv:1704.04946 [cs.IT], Apr. 2017

  7. [15]

    Covert communi- cation achieved by a greedy relay in wireless networks,

    J. Hu, S. Yan, X. Zhou, F. Shu, J. Li, and J. Wang, “Covert communi- cation achieved by a greedy relay in wireless networks,”IEEE Trans. Wireless Commun., vol. 17, no. 7, pp. 4766–4779, 2018

  8. [16]

    Covert communication over a k- user multiple access channel,

    K. S. K. Arumugam and M. R. Bloch, “Covert communication over a k- user multiple access channel,”IEEE Trans. Inf. Theory, vol. 65, no. 11, pp. 7020–7044, Nov. 2019

  9. [17]

    Time-division is optimal for covert communica- tion over some broadcast channels,

    V . Y . F. Tan and S. Lee, “Time-division is optimal for covert communica- tion over some broadcast channels,”IEEE Trans. Inf. Forensics Security, vol. 14, no. 5, pp. 1377–1389, May 2019

  10. [18]

    Multi-hop routing in covert wireless networks,

    A. Sheikholeslami, M. Ghaderi, D. Towsley, B. A. Bash, S. Guha, and D. Goeckel, “Multi-hop routing in covert wireless networks,”IEEE Trans. Wireless Commun., vol. 17, no. 6, pp. 3656–3669, Jun. 2018

  11. [19]

    Covert wireless communication with artificial noise generation,

    R. Soltani, D. Goeckel, D. Towsley, B. A. Bash, and S. Guha, “Covert wireless communication with artificial noise generation,”IEEE Trans. Wireless Commun., vol. 17, no. 11, pp. 7252–7267, Nov. 2018

  12. [20]

    Multi-antenna covert communications in random wireless networks,

    T.-X. Zheng, H.-M. Wang, D. W. K. Ng, and J. Yuan, “Multi-antenna covert communications in random wireless networks,”IEEE Trans. Wireless Commun., vol. 18, no. 3, pp. 1974–1987, 2019

  13. [21]

    Covert wireless communication in iot network: From awgn channel to thz band,

    Z. Liu, J. Liu, Y . Zeng, and J. Ma, “Covert wireless communication in iot network: From awgn channel to thz band,”IEEE Internet Things J., vol. 7, no. 4, pp. 3378–3388, 2020

  14. [22]

    Throughput scaling of covert communication over wireless adhoc networks,

    K.-H. Cho, S.-H. Lee, and V . Y . F. Tan, “Throughput scaling of covert communication over wireless adhoc networks,”IEEE Trans. Inf. Theory, vol. 66, no. 12, pp. 7684–7701, 2020

  15. [23]

    Joint power allocation and rate control for rate splitting multiple access networks with covert communications,

    N. Q. Hieu, D. T. Hoang, D. Niyato, D. N. Nguyen, D. I. Kim, and A. Jamalipour, “Joint power allocation and rate control for rate splitting multiple access networks with covert communications,”IEEE Trans. Commun., vol. 71, no. 4, pp. 2274–2287, 2023. 15

  16. [24]

    Covert routing in heterogeneous networks,

    J. Kong, F. T. Dagefu, and T. J. Moore, “Covert routing in heterogeneous networks,”IEEE Trans. Inf. Forensics Security, vol. 19, pp. 7047–7059, 2024

  17. [25]

    On the impact of warden collusion on covert communication in wireless networks,

    S. Zhao, J. Liu, Y . Shen, X. Jiang, T. Taleb, and N. Shiratori, “On the impact of warden collusion on covert communication in wireless networks,”IEEE Trans. Inf. Forensics Security, vol. 20, pp. 2297–2312, 2025

  18. [26]

    Quantum Noise Limited Communication with Low Probability of Detection,

    B. A. Bash, S. Guha, D. Goeckel, and D. Towsley, “Quantum Noise Limited Communication with Low Probability of Detection,” inProc. IEEE Int. Symp. Inform. Theory (ISIT), Istanbul, Turkey, Jul. 2013

  19. [27]

    Quantum-secure covert communication on bosonic channels,

    B. A. Bash, A. H. Gheorghe, M. Patel, J. L. Habif, D. Goeckel, D. Towsley, and S. Guha, “Quantum-secure covert communication on bosonic channels,”Nat. Commun., vol. 6, Oct. 2015

  20. [28]

    Covert communication over classical-quantum channels,

    A. Sheikholeslami, B. A. Bash, D. Towsley, D. Goeckel, and S. Guha, “Covert communication over classical-quantum channels,” inProc. IEEE Int. Symp. Inform. Theory (ISIT), Barcelona, Spain, Jul. 2016

  21. [29]

    Fundamental limits of quantum-secure covert communication over bosonic channels,

    M. S. Bullock, C. N. Gagatsos, S. Guha, and B. A. Bash, “Fundamental limits of quantum-secure covert communication over bosonic channels,” IEEE J. Sel. Areas Commun., vol. 38, no. 3, pp. 471–482, Mar. 2020

  22. [30]

    Covert capacity of bosonic channels,

    C. N. Gagatsos, M. S. Bullock, and B. A. Bash, “Covert capacity of bosonic channels,”IEEE J. Sel. Areas Inf. Theory, vol. 1, pp. 555–567, 2020

  23. [31]

    Toward undetectable quantum key distribution over bosonic channels,

    M. Tahmasbi and M. R. Bloch, “Toward undetectable quantum key distribution over bosonic channels,” arXiv:1904.12363 [cs.IT], 2019

  24. [32]

    Toward undetectable quantum key distribution over bosonic channels,

    ——, “Toward undetectable quantum key distribution over bosonic channels,”IEEE J. Sel. Areas Inf. Theory, vol. 1, no. 2, pp. 585–598, 2020

  25. [33]

    Fundamental limits of bosonic broadcast channels,

    E. J. Anderson, S. Guha, and B. A. Bash, “Fundamental limits of bosonic broadcast channels,” inProc. IEEE Int. Symp. Inform. Theory (ISIT), virtual, Jul. 2021

  26. [34]

    Towards a characterization of the covert capacity of bosonic channels under trace distance,

    S.-Y . Wang, T. Erdo ˘gan, and M. Bloch, “Towards a characterization of the covert capacity of bosonic channels under trace distance,” inProc. IEEE Int. Symp. Inf. Theory (ISIT). IEEE Press, 2022, pp. 318–323

  27. [35]

    Square root law for covert quantum communication over optical channels,

    E. J. D. Anderson, C. K. Eyre, I. M. Dailey, F. Rozp˛ edek, and B. A. Bash, “Square root law for covert quantum communication over optical channels,” inProc. IEEE Int. Conf. Quantum Comput. Eng. (QCE), Montréal, QC, Canada, 2024

  28. [36]

    Fundamental limits of covert communication over classical-quantum channels,

    M. S. Bullock, A. Sheikholeslami, M. Tahmasbi, R. C. Macdonald, S. Guha, and B. A. Bash, “Fundamental limits of covert communication over classical-quantum channels,”IEEE Trans. Inf. Theory, vol. 71, pp. 2741–2762, Apr. 2025

  29. [37]

    Entanglement-assisted covert communication via qubit depolarizing channels,

    E. Zlotnick, B. A. Bash, and U. Pereg, “Entanglement-assisted covert communication via qubit depolarizing channels,”IEEE Trans. Inf. The- ory, vol. 71, no. 5, pp. 3693–3706, 2025

  30. [38]

    Covert communication in uav-assisted air-ground networks,

    X. Jiang, X. Chen, J. Tang, N. Zhao, X. Y . Zhang, D. Niyato, and K.- K. Wong, “Covert communication in uav-assisted air-ground networks,” IEEE Wireless Commun., vol. 28, no. 4, pp. 190–197, 2021

  31. [39]

    Uav- aided covert communication with a multi-antenna jammer,

    X. Chen, N. Zhang, J. Tang, M. Liu, N. Zhao, and D. Niyato, “Uav- aided covert communication with a multi-antenna jammer,”IEEE Trans. Veh. Technol., vol. 70, no. 11, pp. 11 619–11 631, 2021

  32. [40]

    Covert communication assisted by uav-irs,

    C. Wang, X. Chen, J. An, Z. Xiong, C. Xing, N. Zhao, and D. Niyato, “Covert communication assisted by uav-irs,”IEEE Trans. Commun., vol. 71, no. 1, pp. 357–369, 2023

  33. [41]

    Uav-enabled communication strategy against detection in covert communication with asymmetric information,

    W. Tian, J. Du, X. Ji, M. Du, G. Liu, and Z. Han, “Uav-enabled communication strategy against detection in covert communication with asymmetric information,”IEEE Trans. Wireless Commun., vol. 23, no. 7, pp. 6921–6937, 2024

  34. [42]

    Collaborative secret and covert communications for multi-user multi-antenna uplink uav systems: De- sign and optimization,

    J. Xu, L. Bai, X. Xie, and L. Zhou, “Collaborative secret and covert communications for multi-user multi-antenna uplink uav systems: De- sign and optimization,”IEEE Trans. Wireless Commun., vol. 24, no. 7, pp. 6020–6035, 2025

  35. [43]

    Covert communications for uav-assisted network: A comprehensive survey,

    Z. Wu, K. Guo, C. Dong, M. Wu, S. Zhu, C. Li, and Q. Wu, “Covert communications for uav-assisted network: A comprehensive survey,” Chin. J. Aeronaut., p. 103750, 2025

  36. [44]

    Intelligent covert communication: Recent advances and future research trends,

    Z. Li, J. Shi, J. Si, L. Lv, L. Guan, B. Hao, Z. Tie, D. Wang, C. Xing, and T. Q. Quek, “Intelligent covert communication: Recent advances and future research trends,”Engineering, vol. 44, pp. 101–111, 2025

  37. [45]

    LPD Communication when the Warden Does Not Know When,

    B. A. Bash, D. Goeckel, and D. Towsley, “LPD Communication when the Warden Does Not Know When,” inProc. IEEE Int. Symp. In- form. Theory (ISIT), Honolulu, HI, Jul. 2014

  38. [46]

    Covert communication gains from adversary’s ignorance of transmission time,

    ——, “Covert communication gains from adversary’s ignorance of transmission time,”IEEE Transactions on Wireless Communications, vol. 15, no. 12, pp. 8394–8405, Dec. 2016, Originally presented at ISIT 2014, Honolulu HI

  39. [47]

    Keyless asynchronous covert communication,

    K. S. K. Arumugam and M. R. Bloch, “Keyless asynchronous covert communication,” inProc. Inform. Theory Workshop (ITW), Sep. 2016

  40. [48]

    Covert communication with the help of an uninformed jammer achieves positive rate,

    T. V . Sobers, B. A. Bash, D. Goeckel, S. Guha, and D. Towsley, “Covert communication with the help of an uninformed jammer achieves positive rate,” inAsilomar Conf. Signals Syst. Comput., Pacific Grove, CA, USA, Nov. 2015, pp. 625–629

  41. [49]

    Covert communication in the presence of an uninformed jammer,

    T. V . Sobers, B. A. Bash, S. Guha, D. Towsley, and D. Goeckel, “Covert communication in the presence of an uninformed jammer,”IEEE Trans. Wireless Commun., vol. 16, no. 9, pp. 6193–6206, Sep. 2017

  42. [50]

    Multi-antenna covert communications in random wireless networks,

    T. Zheng, H. Wang, D. W. K. Ng, and J. Yuan, “Multi-antenna covert communications in random wireless networks,”IEEE Trans. Wireless Commun., vol. 18, no. 3, pp. 1974–1987, 2019

  43. [51]

    Wireless covert communications aided by distributed cooperative jamming over slow fading channels,

    T.-X. Zheng, Z. Yang, C. Wang, Z. Li, J. Yuan, and X. Guan, “Wireless covert communications aided by distributed cooperative jamming over slow fading channels,”IEEE Trans. Wireless Commun., vol. 20, no. 11, pp. 7026–7039, 2021

  44. [52]

    Covert communi- cations under environmental uncertainty on a continuous-time channel,

    A. Gillani, T. V . Sobers, D. Towsley, and D. Goeckel, “Covert communi- cations under environmental uncertainty on a continuous-time channel,” inProc. Asilomar Conf. Signals Syst. Comput., 2023, pp. 248–252

  45. [53]

    Experimental covert communication over metropolitan fibre optical links,

    Y . Liu, J. M. Arrazola, W.-Z. Liu, W. Zhang, I. W. Primaatmaja, H. Li, L. You, Z. Wang, Q. Zhang, and J.-W. Pan, “Experimental covert communication over metropolitan fibre optical links,”IEEE Wireless Commun., vol. 31, no. 4, pp. 76–80, 2024

  46. [54]

    Entanglement assisted LPI and covert communications with SLM-based beam steering over turbulent optical channels,

    I. B. Djordjevic and I. A. Rojas, “Entanglement assisted LPI and covert communications with SLM-based beam steering over turbulent optical channels,”IEEE Access, vol. 13, pp. 174 658–174 663, 2025

  47. [55]

    SLM steering-based covert communication over strong atmo- spheric turbulence channels,

    ——, “SLM steering-based covert communication over strong atmo- spheric turbulence channels,”Opt. Express, vol. 33, no. 21, pp. 44 622– 44 630, Oct. 2025

  48. [56]

    Overview of the ORBIT radio grid testbed for evaluation of next-generation wireless network protocols,

    D. Raychaudhuri, I. Seskar, M. Ott, S. Ganu, K. Ramachandran, H. Kremo, R. Siracusa, H. Liu, and M. Singh, “Overview of the ORBIT radio grid testbed for evaluation of next-generation wireless network protocols,” inIEEE Wireless Commun. Netw. Conf. (WCNC), vol. 3, 2005, pp. 1664–1669

  49. [57]

    Grid domain overview,

    ORBIT Project, “Grid domain overview,” [Online] Available: https: //www.orbit-lab.org/wiki/Hardware/bDomains/aGrid, 2026, accessed: March 6, 2026

  50. [58]

    Explicit design of provably covert channel codes,

    S.-Y . Wang and M. R. Bloch, “Explicit design of provably covert channel codes,” inIEEE Int. Symp. Inf. Theory (ISIT), 2021, pp. 190–195

  51. [59]

    Tse and P

    D. Tse and P. Viswanath,Fundamentals of Wireless Communication. Cambridge University Press, 2005

  52. [60]

    Prolate spheroidal wave functions, fourier analysis, and uncertainty — v: the discrete case,

    D. Slepian, “Prolate spheroidal wave functions, fourier analysis, and uncertainty — v: the discrete case,”The Bell System Technical Journal, vol. 57, no. 5, pp. 1371–1430, 1978

  53. [61]

    Richardson and R

    T. Richardson and R. Urbanke,Modern Coding Theory. Cambridge University Press, 2008

  54. [62]

    Lehmann and J

    E. Lehmann and J. Romano,Testing Statistical Hypotheses, 4th ed. Cham, Switzerland: Springer, 2022

  55. [63]

    Octoclock and octoclock-g product overview,

    Ettus Research, “Octoclock and octoclock-g product overview,” https://www.ettus.com/wp-content/uploads/2019/01/Octoclock_Spec_ Sheet.pdf, Jan. 2019, accessed: March 6, 2026

  56. [64]

    UHD: USRP hardware driver,

    ——, “UHD: USRP hardware driver,” GitHub repository, 2025, [On- line]. Available: https://github.com/EttusResearch/uhd. Accessed: March 6, 2026

  57. [65]

    USRP hardware driver and USRP manual,

    ——, “USRP hardware driver and USRP manual,” [Online]. Avail- able: https://files.ettus.com/manual/index.html, version 4.9.0.0. Ac- cessed: March 6, 2026

  58. [66]

    USRP ™ X300/X310 Networked Series: Specification Sheet,

    Ettus Research, a National Instruments Company, “USRP ™ X300/X310 Networked Series: Specification Sheet,” [Online] Available: https://www. ettus.com/wp-content/uploads/2019/01/X300_X310_Spec_Sheet.pdf, Accessed: March 6, 2026, 2019

  59. [67]

    Ax: Adaptive exper- imentation platform, ver. 1.0.0,

    B. Letham, B. Karrer, G. Ottoni, and E. Bakshy, “Ax: Adaptive exper- imentation platform, ver. 1.0.0,” [Online] Available: https://github.com/ facebook/ax, Accessed: March 6, 2026, 2025

  60. [68]

    Hennig, M

    P. Hennig, M. A. Osborne, and H. P. Kersting,Probabilistic Numerics: Computation as Machine Learning. Cambridge University Press, 2022

  61. [69]

    C. K. Williams and C. E. Rasmussen,Gaussian processes for machine learning. MIT press Cambridge, MA, 2006, vol. 2, no. 3

  62. [70]

    N. R. Draper and H. Smith,Applied Regression Analysis. John Wiley & Sons, Inc., 1998

  63. [71]

    Feller,Introduction to Probability Theory and its Applications, Volume II, 2nd ed

    W. Feller,Introduction to Probability Theory and its Applications, Volume II, 2nd ed. New York: John Wiley & Sons., 1971

  64. [72]

    N. L. Johnson, S. Kotz, and N. Balakrishnan,Continuous Univariate Distributions, ser. Distributions in Statistics. New York: John Wiley & Sons, 1995, vol. 2

Pith tools

Reviewed August 15, 2026 · model on record in the stance chip above.