pith. sign in

arxiv: 2605.28658 · v1 · pith:5HE7PWFUnew · submitted 2026-05-27 · 🌌 astro-ph.CO

Measuring the Hubble constant with strongly lensed gravitational waves from space-based detector networks

Pith reviewed 2026-06-29 10:35 UTC · model grok-4.3

classification 🌌 astro-ph.CO
keywords strongly lensed gravitational wavesHubble constantspace-based detectorsTaijiLISAbinary black hole mergersgravitational lensingcosmology
0
0 comments X

The pith

Strongly lensed gravitational waves observed by space-based detector networks can constrain the Hubble constant even when source redshifts are unknown, provided lens redshifts are known.

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

This paper investigates the use of strongly lensed gravitational-wave signals from massive binary black hole mergers to measure the Hubble constant with future space-based detectors such as Taiji and LISA. It examines two cases: one where the source redshift is unknown and one where it is independently measured via electromagnetic observations. The work shows that useful constraints on H0 remain possible in the unknown-source-redshift case as long as the lens redshift is known. Joint Taiji plus LISA data improves the precision on individual events by roughly a factor of two relative to Taiji alone, and stacking five simulated events tightens the 95 percent credible interval on H0 to 0.11 without source redshift and to 0.042 with it.

Core claim

By simulating strongly lensed gravitational-wave events from massive binary black hole mergers and performing Bayesian inference on the Hubble constant, the analysis establishes that joint Taiji and LISA observations improve H0 measurement precision by a factor of approximately two over Taiji alone for single events; combining five such events produces a 95 percent credible interval on H0 of 1.1 times 10 to the minus 1 when source redshift is unknown and 4.2 times 10 to the minus 2 when source redshift is known, assuming the lens redshift is available.

What carries the argument

Bayesian inference applied to time-delayed signals from strongly lensed binary black hole mergers recorded by space-based gravitational-wave detector networks, using known lens redshifts to break distance-redshift degeneracies.

If this is right

  • Meaningful constraints on H0 can still be achieved without source-redshift information provided the lens redshift is known.
  • The joint Taiji plus LISA analysis improves the measurement precision of H0 by approximately a factor of two compared with the Taiji-only configuration for individual events.
  • Combining five simulated SLGW events yields an uncertainty in H0, quantified by the 95 percent credible interval, of 1.1 times 10 to the minus 1 when source redshift is treated as unknown and 4.2 times 10 to the minus 2 when source redshift is independently measured.

Where Pith is reading between the lines

These are editorial extensions of the paper, not claims the author makes directly.

  • This method supplies an independent distance ladder that could be cross-checked against supernova or CMB determinations of H0 to test for systematic offsets.
  • Adding electromagnetic identification of source redshifts for even a subset of events would tighten the combined constraint below the 4 percent level shown for five events.
  • Networks of space-based detectors appear necessary to reach the quoted population-level precisions, implying that single-detector data alone would remain limited even with many events.

Load-bearing premise

The quoted precisions hold only if binary black hole merger rates, strong-lensing statistics, detector noise properties, and lens redshift measurements are all known accurately in advance.

What would settle it

Detection and analysis of five real SLGW events with known lens redshifts that produce a 95 percent credible interval on H0 wider than 0.11 when source redshifts are unavailable would show the claimed precision cannot be reached.

read the original abstract

The measurement of the Hubble constant $H_0$ plays a central role in modern cosmology. In this work, we investigate the potential of strongly lensed gravitational-wave (SLGW) signals from massive binary black hole mergers to constrain $H_0$ using future space-based detector networks. We consider two observational scenarios: one in which the source redshift is unknown, and another in which it is independently determined through electromagnetic observations. We show that meaningful constraints on $H_0$ can still be achieved without source-redshift information, provided that the lens redshift is known. For individual SLGW events, the joint Taiji+LISA analysis improves the measurement precision of $H_0$ by approximately a factor of two compared with the Taiji-only configuration. Extending the analysis to the population level, we combine five simulated SLGW events and find that the uncertainty in $H_0$, quantified by the 95\% credible interval, reaches the $1.1\times10^{-1}$ level when the source redshift is treated as unknown, and further improves to $4.2\times10^{-2}$ when the source redshift is independently measured. Our results demonstrate that joint space-based gravitational-wave observations can substantially enhance the cosmological capability of SLGW events and provide a promising avenue for precision measurements of the Hubble constant.

Editorial analysis

A structured set of objections, weighed in public.

Desk editor's note, referee report, simulated authors' rebuttal, and a circularity audit. Tearing a paper down is the easy half of reading it; the pith above is the substance, this is the friction.

Referee Report

3 major / 2 minor

Summary. The paper forecasts constraints on the Hubble constant H0 from strongly lensed gravitational-wave events produced by massive binary black hole mergers, observed with future space-based detector networks (Taiji and LISA). It considers two cases (source redshift unknown vs. independently measured) and reports that meaningful H0 constraints remain possible when only the lens redshift is known; joint Taiji+LISA observations improve single-event precision by a factor of approximately two relative to Taiji alone; and a population of five simulated events yields 95% credible intervals of 1.1×10^{-1} (source z unknown) and 4.2×10^{-2} (source z measured).

Significance. If the quoted credible intervals are robust, the work demonstrates a concrete pathway for cosmological inference from SLGWs that does not require electromagnetic source redshifts, thereby expanding the science case for space-based GW networks. The explicit comparison of single-detector versus network performance and the population-level combination of five events constitute useful benchmark forecasts for the field.

major comments (3)
  1. [§4] §4 (population-level results): The reported 95% credible intervals (1.1×10^{-1} and 4.2×10^{-2}) are obtained from Monte Carlo simulations that fix the BBH merger-rate density, strong-lensing optical depth, and detector PSDs without marginalizing over plausible variations in these inputs; because both the expected number of detectable events and the information per event scale directly with these quantities, the quoted precisions are conditional on the specific background model rather than marginal forecasts.
  2. [Methods] Methods section (simulation and likelihood construction): The abstract and results present credible intervals but supply no explicit description of the statistical model, error propagation, or validation tests for the lensing magnification, time-delay, and detector-response assumptions; without this information it is not possible to assess whether the reported intervals correctly propagate the joint uncertainties in GW parameters and lensing geometry.
  3. [§3.2] §3.2 (single-event analysis): The claim that the joint Taiji+LISA configuration improves H0 precision by a factor of two is presented without an accompanying table or figure that isolates the contribution of each detector network to the posterior width, making it impossible to verify the factor-of-two improvement or to assess its dependence on the assumed lens-redshift precision.
minor comments (2)
  1. Notation for the 95% credible interval is used inconsistently between the abstract and the main text; a single, clearly defined symbol would improve readability.
  2. The manuscript would benefit from an explicit statement of the assumed lens-redshift measurement uncertainty (e.g., spectroscopic precision) in the simulation setup.

Simulated Author's Rebuttal

3 responses · 0 unresolved

We thank the referee for their constructive comments, which help clarify the scope and presentation of our forecasting results. We address each major comment below.

read point-by-point responses
  1. Referee: [§4] §4 (population-level results): The reported 95% credible intervals (1.1×10^{-1} and 4.2×10^{-2}) are obtained from Monte Carlo simulations that fix the BBH merger-rate density, strong-lensing optical depth, and detector PSDs without marginalizing over plausible variations in these inputs; because both the expected number of detectable events and the information per event scale directly with these quantities, the quoted precisions are conditional on the specific background model rather than marginal forecasts.

    Authors: We agree that the quoted credible intervals are conditional on the fixed values chosen for the merger-rate density, lensing optical depth, and detector PSDs. Such conditional forecasts are standard in the literature to establish benchmark performance. We will revise the text in §4 to state this conditionality explicitly and add a short discussion of how plausible variations in these inputs would affect the reported precisions. revision: yes

  2. Referee: [Methods] Methods section (simulation and likelihood construction): The abstract and results present credible intervals but supply no explicit description of the statistical model, error propagation, or validation tests for the lensing magnification, time-delay, and detector-response assumptions; without this information it is not possible to assess whether the reported intervals correctly propagate the joint uncertainties in GW parameters and lensing geometry.

    Authors: The Methods section provides the overall simulation framework and likelihood construction, but we acknowledge that additional detail on the statistical model, error propagation, and validation would improve transparency. We will expand the Methods section with explicit descriptions of these elements, including how joint uncertainties in GW parameters and lensing geometry are propagated. revision: yes

  3. Referee: [§3.2] §3.2 (single-event analysis): The claim that the joint Taiji+LISA configuration improves H0 precision by a factor of two is presented without an accompanying table or figure that isolates the contribution of each detector network to the posterior width, making it impossible to verify the factor-of-two improvement or to assess its dependence on the assumed lens-redshift precision.

    Authors: We will add a table (or supplementary figure) in §3.2 that reports the 95% credible interval widths for Taiji-only, LISA-only, and joint configurations, thereby isolating the network contribution and showing its dependence on lens-redshift precision. revision: yes

Circularity Check

0 steps flagged

No circularity: H0 constraints are forward-simulation outputs

full rationale

The paper reports H0 credible intervals obtained by running Monte Carlo simulations of SLGW events under fixed assumptions for merger rates, lensing statistics, detector noise, and lens redshifts, then sampling only the GW and lensing parameters. These outputs do not reduce by construction to any fitted input or self-citation chain; the quoted precisions (1.1e-1 and 4.2e-2) are direct numerical results of the chosen forward model rather than tautological re-expressions of its inputs. No self-definitional, fitted-prediction, or uniqueness-imported steps appear in the abstract or described methodology.

Axiom & Free-Parameter Ledger

0 free parameters · 1 axioms · 0 invented entities

Based solely on the abstract, the central claim rests on standard domain assumptions about merger populations and lensing; no explicit free parameters or invented entities are stated. Full paper would be needed to enumerate simulation choices.

axioms (1)
  • domain assumption Standard models for binary black hole merger rates and strong-lensing optical depth are sufficient to generate realistic event populations
    The quoted constraints are derived from simulated populations whose generation is not described.

pith-pipeline@v0.9.1-grok · 5783 in / 1410 out tokens · 56727 ms · 2026-06-29T10:35:27.694356+00:00 · methodology

discussion (0)

Sign in with ORCID, Apple, or X to comment. Anyone can read and Pith papers without signing in.

Reference graph

Works this paper leans on

72 extracted references · 65 canonical work pages · 33 internal anchors

  1. [1]

    A Comprehensive Measurement of the Local Value of the Hubble Constant with 1 km/s/Mpc Uncertainty from the Hubble Space Telescope and the SH0ES Team

    A.G. Riess, W. Yuan, L.M. Macri, D. Scolnic, D. Brout, S. Casertano et al., A Comprehensive Measurement of the Local Value of the Hubble Constant with 1 km s −1 Mpc−1 Uncertainty from the Hubble Space Telescope and the SH0ES Team , ApJL 934 (2022) L7 [2112.04510]

  2. [2]

    Planck 2018 results. VI. Cosmological parameters

    Planck Collaboration, N. Aghanim, Y. Akrami, M. Ashdown, J. Aumont, C. Baccigalupi et al., Planck 2018 results. VI. Cosmological parameters , A&A 641 (2020) A6 [1807.06209]

  3. [3]

    In the Realm of the Hubble tension $-$ a Review of Solutions

    E. Di Valentino, O. Mena, S. Pan, L. Visinelli, W. Yang, A. Melchiorri et al., In the realm of the Hubble tension-a review of solutions , Classical and Quantum Gravity 38 (2021) 153001 [2103.01183]

  4. [4]

    GWTC-1: A Gravitational-Wave Transient Catalog of Compact Binary Mergers Observed by LIGO and Virgo during the First and Second Observing Runs

    B.P. Abbott, R. Abbott, T.D. Abbott, S. Abraham, F. Acernese, K. Ackley et al., GWTC-1: A Gravitational-Wave Transient Catalog of Compact Binary Mergers Observed by LIGO and Virgo during the First and Second Observing Runs , Physical Review X 9 (2019) 031040 [1811.12907]

  5. [5]

    GWTC-2: Compact Binary Coalescences Observed by LIGO and Virgo During the First Half of the Third Observing Run

    R. Abbott, T.D. Abbott, S. Abraham, F. Acernese, K. Ackley, A. Adams et al., GWTC–2: Compact Binary Coalescences Observed by LIGO and Virgo during the First Half of the Third Observing Run , Physical Review X 11 (2021) 021053 [2010.14527]

  6. [6]

    GWTC-3: Compact Binary Coalescences Observed by LIGO and Virgo During the Second Part of the Third Observing Run

    R. Abbott, T.D. Abbott, F. Acernese, K. Ackley, C. Adams, N. Adhikari et al., GWTC–3: Compact Binary Coalescences Observed by LIGO and Virgo during the Second Part of the Third Observing Run , Physical Review X 13 (2023) 041039 [2111.03606]

  7. [7]

    GWTC-2.1: Deep Extended Catalog of Compact Binary Coalescences Observed by LIGO and Virgo During the First Half of the Third Observing Run

    R. Abbott, T.D. Abbott, F. Acernese, K. Ackley, C. Adams, N. Adhikari et al., GWTC-2.1: Deep extended catalog of compact binary coalescences observed by LIGO and Virgo during the first half of the third observing run , Phys. Rev. D 109 (2024) 022001 [2108.01045]

  8. [8]

    The LIGO Scientific Collaboration, the Virgo Collaboration, the KAGRA Collaboration, A.G. Abac, I. Abouelfettouh, F. Acernese et al., GWTC-4.0: Updating the Gravitational-Wave Transient Catalog with Observations from the First Part of the Fourth LIGO-Virgo-KAGRA Observing Run , arXiv e-prints (2025) arXiv:2508.18082 [2508.18082]

  9. [9]

    Jin, S.-S

    S.-J. Jin, S.-S. Xing, Y. Shao, J.-F. Zhang and X. Zhang, Joint constraints on cosmological parameters using future multi-band gravitational wave standard siren observations , Chinese Physics C 47 (2023) 065104 [2301.06722]

  10. [10]

    Jin, T.-N

    S.-J. Jin, T.-N. Li, J.-F. Zhang and X. Zhang, Prospects for measuring the Hubble constant and dark energy using gravitational-wave dark sirens with neutron star tidal deformation , JCAP 2023 (2023) 070 [2202.11882]

  11. [11]

    Jin, Y.-Z

    S.-J. Jin, Y.-Z. Zhang, J.-Y. Song, J.-F. Zhang and X. Zhang, Taiji-TianQin-LISA network: Precisely measuring the Hubble constant using both bright and dark sirens , Science China Physics, Mechanics, and Astronomy 67 (2024) 220412 [2305.19714]

  12. [12]

    Song, J.-Z

    J.-Y. Song, J.-Z. Qi, J.-F. Zhang and X. Zhang, Model-independent H0 within FLR W: Joint Constraints from GWTC-3 Standard Sirens and Strong Lensing Time Delays , ApJL 985 (2025) L44 [2503.10346]. – 13 –

  13. [13]

    Han, J.-F

    T. Han, J.-F. Zhang and X. Zhang, Multi-messenger standard-siren cosmology for third-generation gravitational-wave detectors: forecasts considering observations of gamma-ray bursts and kilonovae , European Physical Journal C 86 (2026) 8 [2504.17741]

  14. [14]

    Jin, J.-Y

    S.-J. Jin, J.-Y. Song, T.-Y. Sun, S.-R. Xiao, H. Wang, L.-F. Wang et al., Gravitational wave standard sirens: A brief review of cosmological parameter estimation , Science China Physics, Mechanics, and Astronomy 69 (2026) 220401 [2507.12965]

  15. [15]

    Schutz, Determining the Hubble constant from gravitational wave observations , Nature 323 (1986) 310

    B.F. Schutz, Determining the Hubble constant from gravitational wave observations , Nature 323 (1986) 310

  16. [16]

    Using gravitational-wave standard sirens

    D.E. Holz and S.A. Hughes, Using Gravitational-Wave Standard Sirens , Astrophys. J. 629 (2005) 15 [astro-ph/0504616]

  17. [17]

    Determining the Hubble constant from gravitational wave observations of merging compact binaries

    S. Nissanke, D.E. Holz, N. Dalal, S.A. Hughes, J.L. Sievers and C.M. Hirata, Determining the Hubble constant from gravitational wave observations of merging compact binaries , arXiv e-prints (2013) arXiv:1307.2638 [1307.2638]

  18. [18]

    A gravitational-wave standard siren measurement of the Hubble constant

    B.P. Abbott, R. Abbott, T.D. Abbott, F. Acernese, K. Ackley, C. Adams et al., A gravitational-wave standard siren measurement of the Hubble constant , Nature 551 (2017) 85 [1710.05835]

  19. [19]

    Abbott et al.,Constraints on the cosmic expansion history from GWTC-3,Astrophys

    R. Abbott, H. Abe, F. Acernese, K. Ackley, N. Adhikari, R.X. Adhikari et al., Constraints on the Cosmic Expansion History from GWTC–3 , Astrophys. J. 949 (2023) 76 [2111.03604]

  20. [20]

    Ohanian, On the focusing of gravitational radiation , International Journal of Theoretical Physics 9 (1974) 425

    H.C. Ohanian, On the focusing of gravitational radiation , International Journal of Theoretical Physics 9 (1974) 425

  21. [21]

    Deguchi and W.D

    S. Deguchi and W.D. Watson, Wave effects in gravitational lensing of electromagnetic radiation, Phys. Rev. D 34 (1986) 1708

  22. [22]

    Y. Wang, A. Stebbins and E.L. Turner, Gravitational Lensing of Gravitational Waves from Merging Neutron Star Binaries , Phys. Rev. Lett. 77 (1996) 2875 [astro-ph/9605140]

  23. [23]

    Nakamura, Gravitational Lensing of Gravitational Waves from Inspiraling Binaries by a Point Mass Lens , Phys

    T.T. Nakamura, Gravitational Lensing of Gravitational Waves from Inspiraling Binaries by a Point Mass Lens , Phys. Rev. Lett. 80 (1998) 1138

  24. [24]

    Wave Effects in Gravitational Lensing of Gravitational Waves from Chirping Binaries

    R. Takahashi and T. Nakamura, Wave Effects in the Gravitational Lensing of Gravitational Waves from Chirping Binaries , Astrophys. J. 595 (2003) 1039 [astro-ph/0305055]

  25. [25]

    Z. Li, S. Hou and W. Zhao, Gravitational Lensing of Gravitational Waves: Spin-wave Optics through Black Hole Scattering , arXiv e-prints (2025) arXiv:2512.23933 [2512.23933]

  26. [26]

    Refsdal, On the possibility of determining Hubble’s parameter and the masses of galaxies from the gravitational lens effect , Mon

    S. Refsdal, On the possibility of determining Hubble’s parameter and the masses of galaxies from the gravitational lens effect , Mon. Not. R. Astron. Soc. 128 (1964) 307

  27. [27]

    Strong Lensing by Galaxies

    T. Treu, Strong Lensing by Galaxies , Annu. Rev. Astron. Astrophys. 48 (2010) 87 [1003.5567]

  28. [28]

    Precision cosmology from future lensed gravitational wave and electromagnetic signals

    K. Liao, X.-L. Fan, X. Ding, M. Biesiada and Z.-H. Zhu, Precision cosmology from future lensed gravitational wave and electromagnetic signals , Nature Communications 8 (2017) 1148 [1703.04151]

  29. [29]

    Time Delay Cosmography

    T. Treu and P.J. Marshall, Time delay cosmography , Astron. Astrophys. Rev. 24 (2016) 11 [1605.05333]

  30. [30]

    Wong, S.H

    K.C. Wong, S.H. Suyu, G.C.-F. Chen, C.E. Rusu, M. Millon, D. Sluse et al., H0LiCOW - XIII. A 2.4 per cent measurement of H 0 from lensed quasars: 5.3 σ tension between early- and late-Universe probes, Mon. Not. R. Astron. Soc. 498 (2020) 1420 [1907.04869]

  31. [31]

    Millon, A

    M. Millon, A. Galan, F. Courbin, T. Treu, S.H. Suyu, X. Ding et al., TDCOSMO. I. An exploration of systematic uncertainties in the inference of H 0 from time-delay cosmography , A&A 639 (2020) A101 [1912.08027]. – 14 –

  32. [32]

    Search for gravitational lensing signatures in LIGO-Virgo binary black hole events

    O.A. Hannuksela, K. Haris, K.K.Y. Ng, S. Kumar, A.K. Mehta, D. Keitel et al., Search for Gravitational Lensing Signatures in LIGO-Virgo Binary Black Hole Events , ApJL 874 (2019) L2 [1901.02674]

  33. [33]

    Abbott, T.D

    R. Abbott, T.D. Abbott, S. Abraham, F. Acernese, K. Ackley, A. Adams et al., Search for Lensing Signatures in the Gravitational-Wave Observations from the First Half of LIGO–Virgo’s Third Observing Run , Astrophys. J. 923 (2021) 14 [2105.06384]

  34. [34]

    Diego, T

    J.M. Diego, T. Broadhurst and G.F. Smoot, Evidence for lensing of gravitational waves from LIGO-Virgo data, Phys. Rev. D 104 (2021) 103529 [2106.06545]

  35. [35]

    Janquart, M

    J. Janquart, M. Wright, S. Goyal, J.C.L. Chan, A. Ganguly, Á. Garrón et al., Follow-up analyses to the O3 LIGO-Virgo-KAGRA lensing searches , Mon. Not. R. Astron. Soc. 526 (2023) 3832 [2306.03827]

  36. [36]

    Hu and Y.-L

    W.-R. Hu and Y.-L. Wu, The Taiji Program in Space for gravitational wave physics and the nature of gravity , National Science Review 4 (2017) 685

  37. [37]

    TianQin: a space-borne gravitational wave detector

    J. Luo, L.-S. Chen, H.-Z. Duan, Y.-G. Gong, S. Hu, J. Ji et al., TianQin: a space-borne gravitational wave detector , Classical and Quantum Gravity 33 (2016) 035010 [1512.02076]

  38. [38]

    Laser Interferometer Space Antenna

    P. Amaro-Seoane, H. Audley, S. Babak, J. Baker, E. Barausse, P. Bender et al., Laser Interferometer Space Antenna , arXiv e-prints (2017) arXiv:1702.00786 [1702.00786]

  39. [39]

    M. Du, P. Wang, Z. Luo, W.-B. Han, X. Zhang, X. Chen et al., Towards realistic detection pipelines of Taiji: New challenges in data analysis and high-fidelity simulations of space-based gravitational wave antenna , Science China Physics, Mechanics, and Astronomy 69 (2026) 249501 [2505.16500]

  40. [40]

    Cosmography with strong lensing of LISA gravitational wave sources

    M. Sereno, P. Jetzer, A. Sesana and M. Volonteri, Cosmography with strong lensing of LISA gravitational wave sources , Mon. Not. R. Astron. Soc. 415 (2011) 2773 [1104.1977]

  41. [41]

    Strongly Lensed Gravitational Waves and Electromagnetic Signals as Powerful Cosmic Rulers

    J.-J. Wei and X.-F. Wu, Strongly lensed gravitational waves and electromagnetic signals as powerful cosmic rulers , Mon. Not. R. Astron. Soc. 472 (2017) 2906 [1707.04152]

  42. [42]

    Y. Li, X. Fan and L. Gou, Constraining Cosmological Parameters in the FLR W Metric with Lensed GW+EM Signals , Astrophys. J. 873 (2019) 37 [1901.10638]

  43. [43]

    Cremonese and V

    P. Cremonese and V. Salzano, High accuracy on H 0 constraints from gravitational wave lensing events, Physics of the Dark Universe 28 (2020) 100517 [1911.11786]

  44. [44]

    Hannuksela, T.E

    O.A. Hannuksela, T.E. Collett, M. Çalıșkan and T.G.F. Li, Localizing merging black holes with sub-arcsecond precision using gravitational-wave lensing , Mon. Not. R. Astron. Soc. 498 (2020) 3395 [2004.13811]

  45. [45]

    M.-D. Cao, J. Zheng, J.-Z. Qi, X. Zhang and Z.-H. Zhu, A New Way to Explore Cosmological Tensions Using Gravitational Waves and Strong Gravitational Lensing , Astrophys. J. 934 (2022) 108 [2112.14564]

  46. [46]

    Hou, X.-L

    S. Hou, X.-L. Fan and Z.-H. Zhu, Constraining cosmological parameters from strong lensing with DECIGO and B-DECIGO sources , Mon. Not. R. Astron. Soc. 507 (2021) 761 [2106.01765]

  47. [47]

    Qi, W.-H

    J.-Z. Qi, W.-H. Hu, Y. Cui, J.-F. Zhang and X. Zhang, Cosmological Parameter Estimation Using Current and Future Observations of Strong Gravitational Lensing , Universe 8 (2022) 254 [2203.10862]

  48. [48]

    X. Ding, K. Liao, S. Birrer, A.J. Shajib, T. Treu and L. Yang, Improved time-delay lens modelling and H 0 inference with transient sources , Mon. Not. R. Astron. Soc. 504 (2021) 5621 [2103.08609]

  49. [49]

    T. Liu, M. Biesiada, S. Tian and K. Liao, Robust test of general relativity at the galactic scales – 15 – by combining strong lensing systems and gravitational wave standard sirens , Phys. Rev. D 109 (2024) 084074 [2404.05907]

  50. [50]

    Huang, Y.-M

    S.-J. Huang, Y.-M. Hu, X. Chen, J.-d. Zhang, E.-K. Li, Z. Gao et al., Measuring the Hubble constant using strongly lensed gravitational wave signals , JCAP 2023 (2023) 003 [2304.10435]

  51. [51]

    H.-T. Wang, Z. Jiang, A. Sesana, E. Barausse, S.-J. Huang, Y.-F. Wang et al., Science with the TianQin observatory: Preliminary results on massive black hole binaries , Phys. Rev. D 100 (2019) 043003 [1902.04423]

  52. [52]

    Liu, Y.-M

    S. Liu, Y.-M. Hu, J.-d. Zhang and J. Mei, Science with the TianQin observatory: Preliminary results on stellar-mass binary black holes , Phys. Rev. D 101 (2020) 103027 [2004.14242]

  53. [53]

    Fan, Y.-M

    H.-M. Fan, Y.-M. Hu, E. Barausse, A. Sesana, J.-d. Zhang, X. Zhang et al., Science with the TianQin observatory: Preliminary result on extreme-mass-ratio inspirals , Phys. Rev. D 102 (2020) 063016 [2005.08212]

  54. [54]

    Huang, Y.-M

    S.-J. Huang, Y.-M. Hu, V. Korol, P.-C. Li, Z.-C. Liang, Y. Lu et al., Science with the TianQin Observatory: Preliminary results on Galactic double white dwarf binaries , Phys. Rev. D 102 (2020) 063021 [2005.07889]

  55. [55]

    Z. Gao, X. Chen, Y.-M. Hu, J.-D. Zhang and S.-J. Huang, A higher probability of detecting lensed supermassive black hole binaries by LISA , Mon. Not. R. Astron. Soc. 512 (2022) 1 [2102.10295]

  56. [56]

    Gutiérrez and M

    J. Gutiérrez and M. Lagos, Strong-lensing rates of massive black hole binaries in LISA , Phys. Rev. D 112 (2025) 123512 [2510.02061]

  57. [57]

    Science with the space-based interferometer eLISA. I: Supermassive black hole binaries

    A. Klein, E. Barausse, A. Sesana, A. Petiteau, E. Berti, S. Babak et al., Science with the space-based interferometer eLISA: Supermassive black hole binaries , Phys. Rev. D 93 (2016) 024003 [1511.05581]

  58. [58]

    Q. Diao, H. Wang, H. Wang, J. Nian, P. Xu and M. Du, Impact of Massive Black Hole Binaries Source Confusion on Uncertainties of Parameters Estimation in Space-based Gravitational Wave Detection for the TaiJi Mission , arXiv e-prints (2025) arXiv:2504.09679 [2504.09679]

  59. [59]

    Y. Yuan, M. Du, X.-y. Lin, H. Zhou, P. Xu and X. Fan, Bayesian Analysis of Wave-optics Gravitationally Lensed Massive Black Hole Binaries with a Space-based Gravitational-wave Detector, Astrophys. J. 997 (2026) 11 [2509.01888]

  60. [60]

    W.-H. Ruan, C. Liu, Z.-K. Guo, Y.-L. Wu and R.-G. Cai, The LISA-Taiji Network: Precision Localization of Coalescing Massive Black Hole Binaries , Research 2021 (2021) 6014164

  61. [61]

    Electromagnetic Emission from Supermassive Binary Black Holes Approaching Merger

    S. d’Ascoli, S.C. Noble, D.B. Bowen, M. Campanelli, J.H. Krolik and V. Mewes, Electromagnetic Emission from Supermassive Binary Black Holes Approaching Merger , Astrophys. J. 865 (2018) 140 [1806.05697]

  62. [62]

    Science with the space-based interferometer eLISA. III: Probing the expansion of the Universe using gravitational wave standard sirens

    N. Tamanini, C. Caprini, E. Barausse, A. Sesana, A. Klein and A. Petiteau, Science with the space-based interferometer eLISA. III: probing the expansion of the universe using gravitational wave standard sirens , JCAP 2016 (2016) 002 [1601.07112]

  63. [63]

    Accretion during the merger of supermassive black holes

    P.J. Armitage and P. Natarajan, Accretion during the Merger of Supermassive Black Holes , ApJL 567 (2002) L9 [astro-ph/0201318]

  64. [64]

    The Afterglow of Massive Black Hole Coalescence

    M. Milosavljević and E.S. Phinney, The Afterglow of Massive Black Hole Coalescence , ApJL 622 (2005) L93 [astro-ph/0410343]

  65. [65]

    The LISA Optimal Sensitivity

    T.A. Prince, M. Tinto, S.L. Larson and J.W. Armstrong, LISA optimal sensitivity , Phys. Rev. D 66 (2002) 122002 [gr-qc/0209039]

  66. [66]

    Y. Yuan, M. Du, B. Zhu, X.-Y. Lin, W.-F. Feng, P. Xu et al., An Opacity-free Test of the Cosmic Distance Duality Relation Using Strongly Lensed Gravitational-wave Signals with Space-based Detector Networks, Astrophys. J. 1001 (2026) 175 [2603.23373]. – 16 –

  67. [67]

    Distance measures in cosmology

    D.W. Hogg, Distance measures in cosmology , arXiv e-prints (1999) astro [astro-ph/9905116]

  68. [68]

    S. Husa, S. Khan, M. Hannam, M. Pürrer, F. Ohme, X.J. Forteza et al., Frequency-domain gravitational waves from nonprecessing black-hole binaries. I. New numerical waveforms and anatomy of the signal , Phys. Rev. D 93 (2016) 044006 [1508.07250]

  69. [69]

    S. Khan, S. Husa, M. Hannam, F. Ohme, M. Pürrer, X.J. Forteza et al., Frequency-domain gravitational waves from nonprecessing black-hole binaries. II. A phenomenological model for the advanced detector era , Phys. Rev. D 93 (2016) 044007 [1508.07253]

  70. [70]

    The construction and use of LISA sensitivity curves

    T. Robson, N.J. Cornish and C. Liu, The construction and use of LISA sensitivity curves , Classical and Quantum Gravity 36 (2019) 105011 [1803.01944]

  71. [71]

    Vikaeus, E

    A. Vikaeus, E. Zackrisson, D. Schaerer, E. Visbal, E. Fransson, S. Malhotra et al., Conditions for detecting lensed Population III galaxies in blind surveys with the James Webb Space Telescope, the Roman Space Telescope, and Euclid , Mon. Not. R. Astron. Soc. 512 (2022) 3030 [2107.01230]

  72. [72]

    Marsat, J.G

    S. Marsat, J.G. Baker and T.D. Canton, Exploring the Bayesian parameter estimation of binary black holes with LISA , Phys. Rev. D 103 (2021) 083011 [2003.00357]. – 17 –