Abstract
The X-ray-emitting corona near a black hole (BH) is too small to be directly imaged, but the rapid variability is used to infer the geometry by measuring time lags caused by coronal X-rays reflecting off the disk, known as reverberation lags. Though reverberation lags have previously been detected for some supermassive BHs in active galactic nuclei (AGNs), detecting them from stellar-mass BHs poses much greater challenges due to their size being over a million times smaller. Previous measurements of reverberation lags for stellar-mass BHs were limited to energies below 10 keV. Here, we report the detection of the Compton hump reverberation, peaking at about 30 keV, from an X-ray binary. The accompanying detection of an iron line feature at about 6.4 keV confirms the X-ray reverberation scenario and provides strong evidence that accretion flows in AGNs and X-ray binaries are governed by an ubiquitous process.
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Data availability
All Insight-HXMT data used in this work (Proposal ID: P0114661) are publicly available and can be downloaded from the Insight-HXMT website (http://archive.hxmt.cn/proposal). The NICER datasets analyzed during this study are available at NASA’s High Energy Astrophysics Science Archive Research Center (https://heasarc.gsfc.nasa.gov/FTP/nicer/data/obs/). The data generated in this study are publicly available at: https://github.com/MAXIJ1820/generate_data. Source data are provided with this paper.
Code availability
The Insight-HXMT data reduction was performed using software available from the Insight-HXMT website (http://hxmten.ihep.ac.cn/). The time lag was performed with Stingray, a reliable Python library for X-ray timing analysis (see https://stingray.readthedocs.io/en/latest/index.html). The model PROPFLUC can be downloaded from the website: https://github.com/HEASARC/xspec_localmodels/tree/master/propfluc. The new model presented here, reltransCpF, can be downloaded from https://github.com/reltrans/Youetal2025.
References
Lasota, J.-P. The disc instability model of Dwarf Novae and low-mass X-ray binary transients. N. Astron. Rev. 45, 449–508 (2001).
Wilkinson, T. & Uttley, P. Accretion disc variability in the hard state of black hole X-ray binaries. Mon. Not. R. Astron. Soc. 397, 666–676 (2009).
Uttley, P., McHardy, I. M. & Papadakis, I. E. Measuring the broad-band power spectra of active galactic nuclei with RXTE. Mon. Not. R. Astron. Soc. 332, 231–250 (2002).
Uttley, P. et al. The causal connection between disc and power-law variability in hard state black hole X-ray binaries. Mon. Not. R. Astron. Soc. 414, 60–64 (2011).
Cassatella, P., Uttley, P., Wilms, J. & Poutanen, J. Joint spectral-timing modelling of the hard lags in GX 339-4: constraints on reflection models. Mon. Not. R. Astron. Soc. 422, 2407–2416 (2012).
Uttley, P., Cackett, E. M., Fabian, A. C., Kara, E. & Wilkins, D. R. X-ray reverberation around accreting black holes. Astron. Astrophys. Rev. 22, 72 (2014).
Méndez, M. et al. Coupling between the accreting corona and the relativistic jet in the microquasar GRS 1915+105. Nat. Astron. 6, 577–583 (2022).
Uttley, P. & Malzac, J. Large and complex X-ray time lags from black hole accretion discs with compact inner coronae. Mon. Not. R. Astron. Soc. 536, 3284–3307 (2025).
Kotov, O., Churazov, E. & Gilfanov, M. On the X-ray time-lags in the black hole candidates. Mon. Not. R. Astron. Soc. 327, 799–807 (2001).
Arévalo, P. & Uttley, P. Investigating a fluctuating-accretion model for the spectral-timing properties of accreting black hole systems. Mon. Not. R. Astron. Soc. 367, 801–814 (2006).
Kylafis, N., Papadakis, I., Reig, P., Giannios, D. & Pooley, G. A jet model for galactic black-hole X-ray sources: some constraining correlations. Astron. Astrophys. 489, 481–487 (2008).
Balbus, S. A. & Hawley, J. F. Instability, turbulence, and enhanced transport in accretion disks. Rev. Mod. Phys. 70, 1 (1998).
Nowak, M. A., Vaughan, B. A., Wilms, J., Dove, J. B. & Begelman, M. C. Rossi X-ray Timing Explorer observation of Cygnus X-1. II. Timing analysis. Astrophys. J. 510, 874–891 (1999).
De Marco, B., Ponti, G., Muñoz-Darias, T. & Nandra, K. Tracing the reverberation lag in the hard state of black hole X-ray binaries. Astrophys. J. 814, 50 (2015).
De Marco, B. et al. Evolution of the reverberation lag in GX 339–4 at the end of an outburst. Mon. Not. R. Astron. Soc. 471, 1475–1487 (2017).
Kara, E. et al. The corona contracts in a black-hole transient. Nature 565, 198–201 (2019).
Fabian, A. & Ross, R. X-ray reflection. Space Sci. Rev. 157, 167–176 (2010).
García, J. et al. A complete grid of ionized reflection calculations. Astrophys. J. 768, 146 (2013).
Dauser, T., García, J. & Wilms, J. Relativistic reflection: review and recent developments in modeling. Astron. Nachr. 337, 362–367 (2016).
Zdziarski, A. A. & Gierliński, M. Radiative processes, spectral states and variability of black-hole binaries. Prog. Theor. Phys. Suppl. 155, 99–119 (2004).
You, B. et al. Insight-HXMT observations of jet-like corona in a black hole X-ray binary MAXI J1820+070. Nat. Commun. 12, 1025 (2021).
Fabian, A. C. et al. Broad line emission from iron K- and L-shell transitions in the active galaxy 1H0707-495. Nature 459, 540–542 (2009).
Zoghbi, A. et al. Observations of MCG–5-23-16 with Suzaku, XMM-Newton and NuSTAR: disk tomography and compton hump reverberation. Astrophys. J. 789, 56 (2014).
Kara, E. et al. Iron K and compton hump reverberation in SWIFT J2127.4+5654 and NGC 1365 revealed by NuSTAR and XMM-Newton. Mon. Not. R. Astron. Soc. 446, 737–749 (2015).
McHardy, I. M., Koerding, E., Knigge, C., Uttley, P. & Fender, R. Active galactic nuclei as scaled-up galactic black holes. Nature 444, 730–732 (2006).
Arévalo, P., Papadakis, I., Uttley, P., McHardy, I. & Brinkmann, W. Spectral-timing evidence for a very high state in the narrow-line Seyfert 1 Ark 564. Mon. Not. R. Astron. Soc. 372, 401–409 (2006).
Wang, J. et al. The NICER ‘Reverberation Machine’: a systematic study of time lags in black hole X-ray binaries. Astrophys. J. 930, 18 (2022).
Zhang, S., Lu, F. J., Zhang, S. N. & Li, T. P. Introduction to the hard X-ray modulation telescope. Proc. SPIE 9144, 914421 (2014).
You, B. et al. Observations of a black hole X-Ray binary indicate formation of a magnetically arrested disk. Science 381, 961–964 (2023).
Wilkins, D. R. & Fabian, A. C. The origin of the lag spectra observed in AGN: reverberation and the propagation of X-ray source fluctuations. Mon. Not. R. Astron. Soc. 430, 247–258 (2013).
Mahmoud, R. D., Done, C. & De Marco, B. Reverberation reveals the truncated disc in the hard state of GX 339-4. Mon. Not. R. Astron. Soc. 486, 2137–2152 (2019).
De Marco, B. et al. The inner flow geometry in MAXI J1820+070 during hard and hard-intermediate states. Astron. Astrophys. 654, 14 (2021).
Wandel, A. & Mushotzky, R. F. Observational determination of the masses of active galactic nuclei. Astrophys. J. Part 2 Lett. Ed. 306, L61–L65 (1986).
Marconi, A. & Hunt, L. K. The relation between black hole mass, bulge mass, and near-infrared luminosity. Astrophys. J. 589, 21 (2003).
Malizia, A. et al. First high-energy observations of narrow-line Seyfert 1s with INTEGRAL/IBIS. Mon. Not. R. Astron. Soc. 389, 1360–1366 (2008).
Ponti, G. et al. CAIXA: A catalogue of AGN in the XMM-Newton archive - III. Excess variance analysis. Astron. Astrophys. 542, 83 (2012).
Emmanoulopoulos, D., Papadakis, I., Dovčiak, M. & McHardy, I. General relativistic modelling of the negative reverberation X-ray time delays in AGN. Mon. Not. R. Astron. Soc. 439, 3931–3950 (2014).
Lyubarskii, Y. E. Flicker noise in accretion discs. Mon. Not. R. Astron. Soc. 292, 679–685 (1997).
Pottschmidt, K. et al. Temporal evolution of X-ray lags in Cygnus X-1. Astron. Astrophys. 357, 17–20 (2000).
Wang, Y. et al. The evolution of the broadband temporal features observed in the black-hole transient MAXI J1820+070 with Insight-HXMT. Astrophys. J. 896, 33 (2020).
Ingram, A. & Done, C. Modelling variability in black hole binaries: linking simulations to observations. Mon. Not. R. Astron. Soc. 419, 2369–2378 (2012).
Kawamura, T., Done, C., Axelsson, M. & Takahashi, T. MAXI J1820+070 X-ray spectral-timing reveals the nature of the accretion flow in black hole binaries. Mon. Not. R. Astron. Soc. 519, 4434–4453 (2023).
Ingram, A. & Done, C. A physical model for the continuum variability and quasi-periodic oscillation in accreting black holes. Mon. Not. R. Astron. Soc. 415, 2323–2335 (2011).
Ingram, A. & van der Klis, M. An exact analytic treatment of propagating mass accretion rate fluctuations in X-ray binaries. Mon. Not. R. Astron. Soc. 434, 1476–1485 (2013).
Rapisarda, S., Ingram, A. & van der Klis, M. Evolution of the hot flow of MAXI J1543-564. Mon. Not. R. Astron. Soc. 440, 2882–2893 (2014).
Rapisarda, S., Ingram, A., Kalamkar, M. & van der Klis, M. Modelling the cross-spectral variability of the black hole binary MAXI J1659-152 with propagating accretion rate fluctuations. Mon. Not. R. Astron. Soc. 462, 4078–4093 (2016).
De Rosa, A. et al. Accretion in strong field gravity with eXTP. Sci. China Phys. Mech. Astron. 62, 29504 (2019).
Cruise, M. et al. The NewAthena mission concept in the context of the next decade of X-ray astronomy. Nat. Astron. 9, 36–44 (2025).
Zoghbi, A. et al. Broad iron L line and X-ray reverberation in 1H0707-495. Mon. Not. R. Astron. Soc. 401, 2419–2432 (2010).
Vaughan, S., Edelson, R., Warwick, R. S. & Uttley, P. On characterizing the variability properties of X-ray light curves from active galaxies. Mon. Not. R. Astron. Soc. 345, 1271–1284 (2003).
Mizumoto, M. et al. X-ray short-time lags in the Fe-K energy band produced by scattering clouds in active galactic nuclei. Mon. Not. R. Astron. Soc. 478, 971–982 (2018).
Svoboda, J. et al. Origin of the X-ray disc-reflection steep radial emissivity. Astron. Astrophys. 545, 106 (2012).
Ingram, A. et al. A public relativistic transfer function model for X-ray reverberation mapping of accreting black holes. Mon. Not. R. Astron. Soc. 488, 324–347 (2019).
Shreeram, S. & Ingram, A. Exploring the radial disc ionization profile of the black hole X-ray binary GRS 1915+105. Mon. Not. R. Astron. Soc. 492, 405–412 (2020).
Mastroserio, G. et al. Modelling correlated variability in accreting black holes: the effect of high density and variable ionization on reverberation lags. Mon. Not. R. Astron. Soc. 507, 55–73 (2021).
Zdziarski, A. A., Johnson, W. N. & Magdziarz, P. Broad-band γ-ray and X-ray spectra of NGC 4151 and their implications for physical processes and geometry. Mon. Not. R. Astron. Soc. 283, 193–206 (1996).
Mastroserio, G., Ingram, A. & van der Klis, M. Multi-time-scale X-ray reverberation mapping of accreting black holes. Mon. Not. R. Astron. Soc. 475, 4027–4042 (2018).
Ingram, A. R. & Motta, S. E. A review of quasi-periodic oscillations from black hole X-ray binaries: observation and theory. N. Astron. Rev. 85, 101524 (2019).
Shakura, N. I. & Sunyaev, R. A. Black holes in binary systems. Observational appearance. Astron. Astrophys. 24, 337–355 (1973).
Churazov, E., Gilfanov, M. & Revnivtsev, M. Soft state of Cygnus X-1: stable disc and unstable corona. Mon. Not. R. Astron. Soc. 321, 759–766 (2001).
Acknowledgements
B.Y. is supported by NSFC grants 12322307, 12361131579, 12273026; the National Program on Key Research and Development Project 2021YFA0718500. Xiaomi Foundation/Xiaomi Young Talents Program. The data analysis in this paper has been done on the supercomputing system in the Supercomputing Center of Wuhan University. W.Y. acknowledges financial support from the Sino-German (CSC-DAAD) Postdoc Scholarship Program (No. 57718047) and the Alexander von Humboldt Foundation. A.I. acknowledges support from the Royal Society. B.D.M. acknowledges support via a Ramón y Cajal Fellowship (RYC2018-025950-I), the Spanish MINECO grants PID2023-148661NB-I00, PID2022-136828NB-C44, and the AGAUR/Generalitat de Catalunya grant SGR-386/2021. J.-L.Q. acknowledges support from the grant U2031205. Z.-H.Z. acknowledges support from the National Natural Science Foundation of China under Grants Nos. 12021003 and 12433001.
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B.Y. initiated the project, specifically proposing data analysis and model interpretation, and took the lead in manuscript writing. W. Y. led the timing analysis and contributed to the text writing. A.I. led the interpretation of the Frequency-dependent time lags and contributed to the writing of the text. B.D. contributed to the model discussion and the writing of the text. J.-L.Q., Z.-H.Z., A.S., and S.-E.X. contributed to the model discussion. All the authors joined in the modification of the text at all stages.
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You, B., Yu, W., Ingram, A. et al. Reverberation lags viewed in hard X-rays from an accreting stellar-mass black hole. Nat Commun (2026). https://doi.org/10.1038/s41467-026-69604-9
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DOI: https://doi.org/10.1038/s41467-026-69604-9


