WCRP Global Sea Level Budget Group. Global sea-level budget 1993–present. Earth Syst. Sci. Data 10, 1551–1590 https://doi.org/10.5194/essd-10-1551-2018 (2018).

Article 
ADS 

Google Scholar
 

Otosaka, I. N. et al. Mass balance of the Greenland and Antarctic ice sheets from 1992 to 2020. Earth Syst. Sci. Data 15, 1597–1616 https://doi.org/10.5194/essd-15-1597-2023 (2023).

Article 
ADS 

Google Scholar
 

Edwards, T. L. et al. Projected land ice contributions to twenty-first-century sea level rise. Nature 593, 74–82 https://doi.org/10.1038/s41586-021-03302-y (2021).

Article 
ADS 
PubMed 
CAS 

Google Scholar
 

Vitousek, S. et al. Doubling of coastal flooding frequency within decades due to sea-level rise. Sci Rep 7, 1–9 https://doi.org/10.1038/s41598-017-01362- (2017).

Article 
CAS 

Google Scholar
 

Kulp, S. A. & Strauss, B. H. New elevation data triple estimates of global vulnerability to sea-level rise and coastal flooding. Nat Commun 10, 1–12 https://doi.org/10.1038/s41467-019-12808-z (2019).

Article 
ADS 
CAS 

Google Scholar
 

Fox-Kemper, B. et al. Chapter 9: Ocean, Cryosphere, and Sea Level Change. In: Climate Change 2021: The Physical Science Basis. Contribution of Working Group I to the Sixth Assessment Report of the IPCC [Masson-Delmotte, V. et al. (eds.)]. https://doi.org/10.1017/9781009157896.011 (Cambridge University Press, 2021).

Shepherd, A. & Nowicki, S. Improvements in ice-sheet sea-level projections. Nature Climate Change 7, 672–674 https://doi.org/10.1038/nclimate3400 (2017).

Article 
ADS 

Google Scholar
 

Slater, T., Hogg, A. E. & Mottram, R. Ice-sheet losses track high-end sea-level rise projections. Nature Climate Change 10, 879–881 https://doi.org/10.1038/s41558-020-0893-y (2020).

Article 
ADS 

Google Scholar
 

Aschwanden, A., Bartholomaus, T. C., Brinkerhoff, D. J. & Truffer, M. Brief communication: A roadmap towards credible projections of ice sheet contribution to sea level. The Cryosphere 15, 5705–5715 https://doi.org/10.5194/tc-15-5705-2021 (2021).

Article 
ADS 

Google Scholar
 

Otosaka, I. N. et al. Mass Balances of the Antarctic and Greenland Ice Sheets Monitored from Space. Surv Geophys 44, 1615–1652 https://doi.org/10.1007/s10712-023-09795-8 (2023).

Article 
ADS 

Google Scholar
 

Gardner, A. S. et al. Increased West Antarctic and unchanged East Antarctic ice discharge over the last 7 years. The Cryosphere 12, 521–547 https://doi.org/10.5194/tc-12-521-2018 (2018).

Article 
ADS 

Google Scholar
 

Rignot, E. et al. Four decades of Antarctic Ice Sheet mass balance from 1979-2017. Proceedings of the National Academy of Science 116, 1095–1103 https://doi.org/10.1073/pnas.1812883116 (2019).

Article 
ADS 
CAS 

Google Scholar
 

Mouginot, J. et al. Forty-six years of Greenland Ice Sheet mass balance from 1972 to 2018. Proceedings of the National Academy of Sciences 116, 9239–9244 https://doi.org/10.1073/pnas.1904242116 (2019).

Article 
ADS 
CAS 

Google Scholar
 

Fettweis, X. et al. GrSMBMIP: intercomparison of the modelled 1980–2012 surface mass balance over the Greenland Ice Sheet. The Cryosphere 14, 3935–3958 https://doi.org/10.5194/tc-14-3935-2020 (2020).

Article 
ADS 

Google Scholar
 

Mottram, R. et al. What is the surface mass balance of Antarctica? An intercomparison of regional climate model estimates. The Cryosphere 15, 3751–3784 https://doi.org/10.5194/tc-15-3751-2021 (2021).

Article 
ADS 

Google Scholar
 

Sandberg Sørensen, L. et al. 25 years of elevation changes of the Greenland Ice Sheet from ERS, Envisat, and CryoSat-2 radar altimetry. Earth and Planetary Science Letters 495, 234–241 https://doi.org/10.1016/j.epsl.2018.05.015 (2018).

Article 
ADS 
CAS 

Google Scholar
 

Shepherd, A. et al. Trends in Antarctic Ice Sheet Elevation and Mass. Geophysical Research Letters 46, 8174–8183 https://doi.org/10.1029/2019GL082182 (2019).

Article 
ADS 
PubMed 
PubMed Central 

Google Scholar
 

Smith, B. et al. Pervasive ice sheet mass loss reflects competing ocean and atmosphere processes. Science 368, 1239–1242 https://doi.org/10.1126/science.aaz5845 (2020).

Article 
ADS 
PubMed 
CAS 

Google Scholar
 

The Firn Symposium team. Firn on ice sheets. Nat. Rev. Earth. Environ. 5, 79–99 https://doi.org/10.1038/s43017-023-00507-9 (2024).

Article 
ADS 

Google Scholar
 

Tapley, B. D. et al. Contributions of GRACE to understanding climate change. Nature Climate Change 5, 358–369 https://doi.org/10.1038/s41558-019-0456-2 (2019).

Article 
ADS 
PubMed 
PubMed Central 

Google Scholar
 

Velicogna, I. et al. Continuity of ice sheet mass loss in Greenland and Antarctica from the GRACE and GRACE Follow-On missions. Geophysical Research Letters 47, e2020GL087291 https://doi.org/10.1029/2020gl087291 (2020).

Article 
ADS 

Google Scholar
 

Sasgen, I. et al. Return to rapid ice loss in Greenland and record loss in 2019 detected by the GRACE-FO satellites. Commun Earth Environ 1, 1–8 https://doi.org/10.1038/s43247-020-0010-1 (2020).

Article 
ADS 

Google Scholar
 

Caron, L. & Ivins, E. R. A baseline Antarctic GIA correction for space gravimetry. Earth and Planetary Science Letters 531, 115957 https://doi.org/10.1016/j.epsl.2019.115957 (2020).

Article 
CAS 

Google Scholar
 

Sutterley, T. C. et al. Evaluating Greenland glacial isostatic adjustment corrections using GRACE, altimetry and surface mass balance data. Environmental Research Letters 9, 014004 https://doi.org/10.1088/1748-9326/9/1/014004 (2014).

Article 
ADS 

Google Scholar
 

Adusumilli, S., Fricker, H. A., Medley, B., Padman, L. & Siegfried, M. B. Interannual variations in meltwater input to the Southern Ocean from Antarctic ice shelves. Nat. Geosci. 13, 616–620 https://doi.org/10.1038/s41561-020-0616-z (2020).

Article 
ADS 
PubMed 
PubMed Central 
CAS 

Google Scholar
 

Paolo, F. S. et al. Widespread slowdown in thinning rates of West Antarctic ice shelves. The Cryosphere 17, 3409–3433 https://doi.org/10.5194/tc-17-3409-2023 (2023).

Article 
ADS 

Google Scholar
 

Greene, C. A., Gardner, A. S., Schlegel, N. J. & Fraser, A. D. Antarctic calving loss rivals ice-shelf thinning. Nature 609, 948–953 https://doi.org/10.1038/s41586-022-05037-w (2022).

Article 
ADS 
PubMed 
CAS 

Google Scholar
 

Greene, C. A., Gardner, A. S., Wood, M. & Cuzzone, J. K. Ubiquitous acceleration in Greenland Ice Sheet calving from 1985 to 2022. Nature 625, 523–528 https://doi.org/10.1038/s41586-023-06863-2 (2024).

Article 
ADS 
PubMed 
CAS 

Google Scholar
 

Rignot, E., Velicogna, I., van den Broeke, M. R., Monaghan, A. & Lenaerts, J. T. M. Acceleration of the contribution of the Greenland and Antarctic ice sheets to sea level rise. Geophysical Research Letters 38, https://doi.org/10.1029/2011GL046583 (2011).

Zwally, H. J., Giovinetto, M. B., Beckley, M. A. & Saba, J. L. Antarctic and Greenland Drainage Systems. GSFC Cryospheric Sciences Laboratory http://icesat4.gsfc.nasa.gov/cryo_data/ant_grn_drainage_systems.php (2012).

King, M. D. et al. Dynamic ice loss from the Greenland Ice Sheet driven by sustained glacier retreat. Communications Earth & Environment 1, 1–7 https://doi.org/10.1038/s43247-020-0001-2 (2020).

Article 
ADS 

Google Scholar
 

Hugonnet, R. et al. Accelerated global glacier mass loss in the early twenty-first century. Nature 592, 726–731 https://doi.org/10.1038/s41586-021-03436-z (2021).

Article 
ADS 
PubMed 
CAS 

Google Scholar
 

Bollen, K.E., Enderlin E.M. & Muhlheim R. Dynamic mass loss from Greenland’s marine-terminating peripheral glaciers (1985–2018). Journal of Glaciology 1–11 https://doi.org/10.1017/jog.2022.52 (2022).

Kochtitzky, W. et al. Closing Greenland’s mass balance: Frontal ablation of every Greenlandic glacier from 2000 to 2020. Geophysical Research Letters 50, e2023GL104095 https://doi.org/10.1029/2023GL104095 (2023).

Article 
ADS 

Google Scholar
 

Jakob, L. & Gourmelen, N. Glacier mass loss between 2010 and 2020 dominated by atmospheric forcing. Geophysical Research Letters 50, e2023GL102954 https://doi.org/10.1029/2023GL102954 (2023).

Article 
ADS 

Google Scholar
 

Vernon, C. L. et al. Surface mass balance model intercomparison for the Greenland ice sheet. The Cryosphere 7, 599–614 https://doi.org/10.5194/tc-7-599-2013 (2013).

Article 
ADS 

Google Scholar
 

Favier, V. et al. An updated and quality-controlled surface mass balance dataset for Antarctica. The Cryosphere 7, 583–597 https://doi.org/10.5194/tc-7-583-2013 (2013).

Article 
ADS 

Google Scholar
 

IMBIE, T. Mass balance of the Greenland Ice Sheet from 1992 to 2018. Nature 579, 233–239 https://doi.org/10.1038/s41586-019-1855-2 (2020).

Article 
ADS 
CAS 

Google Scholar
 

Medley, B. et al. Simulations of firn processes over the Greenland and Antarctic ice sheets: 1980–2021. The Cryosphere 16, 3971–4011 https://doi.org/10.5194/tc-16-3971-2022 (2022).

Article 
ADS 

Google Scholar
 

van den Broeke, M. R. et al. Contrasting current and future surface melt rates on the ice sheets of Greenland and Antarctica: Lessons from in situ observations and climate models. PLOS Climate 2(5), e0000203, https://doi.org/10.1371/journal.pclm.0000203 (2023).

Article 

Google Scholar
 

Trusel, L. D. et al. Nonlinear rise in Greenland runoff in response to post-industrial Arctic warming. Nature 564, 104–108 https://doi.org/10.1038/s41586-018-0752-4 (2018).

Article 
ADS 
PubMed 
CAS 

Google Scholar
 

Otosaka et al. Mass balance of the Greenland and Antarctic Ice Sheets from the 1970s to 2023 (Version 1.0) [Data set]. NERC EDS UK Polar Data Centre https://doi.org/10.5285/128c5e33-5224-4197-82f0-19dcc95b80a0 (2026).

Cook, A. J. & Vaughan, D. G. Overview of areal changes of the ice shelves on the Antarctic Peninsula over the past 50 years. The Cryosphere 4, 77–98 https://doi.org/10.5194/tc-4-77-2010 (2010).

Article 
ADS 

Google Scholar
 

Adusumilli, S. et al. Variable Basal Melt Rates of Antarctic Peninsula Ice Shelves, 1994–2016. Geophysical Research Letters 45, 4086–4095 https://doi.org/10.1002/2017GL076652 (2018).

Article 
ADS 

Google Scholar
 

Matsuoka, K. et al. Toward an Improved Understanding of the Antarctic Coastal Zone and Its Contribution to Future Global Sea Level. Reviews of Geophysics, 64, https://doi.org/10.1029/2022RG000803 (2026).

Otosaka, I. N., Gilbert, L., Pattle, M., Roca-Aparici, M. & Shepherd, A. IMBIE software v3.1. Zenodo https://doi.org/10.5281/zenodo.14217193 (2024).

Mankoff, K. D. et al. Greenland ice sheet mass balance from 1840 through next week. Earth Syst. Sci. Data 13, 5001–5025 https://doi.org/10.5194/essd-13-5001-2021 (2021).

Article 
ADS 

Google Scholar
 

Gourmelen, N. et al. CryoSat-2 swath interferometric altimetry for mapping ice elevation and elevation change. Advances in Space Research 62, 1226–1242 https://doi.org/10.1016/j.asr.2017.11.014 (2018).

Article 
ADS 

Google Scholar
 

Helm, V., Humbert, A. & Miller, H. Elevation and elevation change of Greenland and Antarctica derived from CryoSat-2. The Cryosphere 8, 1539–1559 https://doi.org/10.5194/tc-8-1539-2014 (2014).

Article 
ADS 

Google Scholar
 

Khan, S. A. et al. Greenland mass trends from airborne and satellite altimetry during 2011–2020. JGR: Earth Surface 127, e2021JF006505, https://doi.org/10.1029/2021JF006505 (2022).

Article 
PubMed 
PubMed Central 

Google Scholar
 

Nilsson, J., Gardner, A. S. & Paolo, F. S. Elevation change of the Antarctic Ice Sheet: 1985 to 2020. Earth Syst. Sci. Data 14, 3573–3598 https://doi.org/10.5194/essd-14-3573-2022 (2022).

Article 
ADS 

Google Scholar
 

Sørensen, L. S. et al. Mass balance of the Greenland ice sheet (2003–2008) from ICESat data – the impact of interpolation, sampling and firn density. The Cryosphere 5, 173–186 https://doi.org/10.5194/tc-5-173-2011 (2011).

Article 
ADS 

Google Scholar
 

Schröder, L. et al. Four decades of Antarctic surface elevation changes from multi-mission satellite altimetry. The Cryosphere 13(2), 427–449 https://doi.org/10.5194/tc-13-427-2019 (2019).

Article 
ADS 

Google Scholar
 

Simonsen, S. B. et al. Greenland Ice Sheet Mass Balance (1992–2020) From Calibrated Radar Altimetry. Geophysical Research Letters 48, e2020GL091216, https://doi.org/10.1029/2020GL091216 (2021).

Article 
ADS 

Google Scholar
 

Ditmar, P. Estimation of regional ice mass trends using a global inversion of level-2 satellite gravimetry data. Journal of Geodesy 100, https://doi.org/10.1007/s00190-025-02028-3 (2026).

Döhne, T., Horwath, M., Groh, A. & Buchta, E. The sensitivity kernel perspective on GRACE mass change estimates. Journal of Geodesy 97(1), 11, https://doi.org/10.1007/s00190-022-01697-8 (2023).

Article 
ADS 

Google Scholar
 

Forsberg, R., Sørensen, L. & Simonsen, S. Greenland and Antarctica Ice Sheet Mass Changes and Effects on Global Sea Level. Surv Geophys 38, 89–104 https://doi.org/10.1007/978-3-319-56490-6_5 (2017).

Article 
ADS 

Google Scholar
 

Groh, A. & Horwath, M. Antarctic Ice Mass Change Products from GRACE/GRACE-FO Using Tailored Sensitivity Kernels. Remote Sensing 13, 1736, https://doi.org/10.3390/rs13091736 (2021).

Article 
ADS 

Google Scholar
 

Harig, C. & Simons, F. J. Mapping Greenland’s mass loss in space and time. PNAS 109, 19934–19937 https://doi.org/10.1073/pnas.120678510 (2012).

Article 
ADS 
PubMed 
PubMed Central 
CAS 

Google Scholar
 

Loomis, B. D., Luthcke, S. B. & Sabaka, T. J. Regularization and error characterization of GRACE mascons. Journal of Geodesy 93, 1381–1398 https://doi.org/10.1007/s00190-019-01252-y (2019).

Article 
ADS 
PubMed 
CAS 

Google Scholar
 

Sasgen, I. et al. Timing and origin of recent regional ice-mass loss in Greenland. Earth and Planetary Science Letters 333-334, 293–303 https://doi.org/10.1016/j.epsl.2012.03.033 (2012).

Article 
ADS 
CAS 

Google Scholar
 

Save, H., Bettadpur, S. & Tapley, B. D. High-resolution CSR GRACE RL05 mascons. JGR: Solid Earth 121, 7547–7569 https://doi.org/10.1002/2016JB013007 (2016).

Article 
ADS 

Google Scholar
 

Schrama, E. J. O., Wouters, B. & Rietbroek, R. A mascon approach to assess ice sheet and glacier mass balances and their uncertainties from GRACE data. JGR: Solid Earth 119, 6048–6066 https://doi.org/10.1002/2013JB010923 (2014).

Article 
ADS 

Google Scholar
 

Jeon, T., Seo, K.-W., Youm, K., Chen, J. & Wilson, C. R. Global sea level change signatures observed by GRACE satellite gravimetry. Scientific Reports 8, 13519 https://doi.org/10.1038/s41598-018-31972-8 (2018).

Article 
ADS 
PubMed 
PubMed Central 
CAS 

Google Scholar
 

Sutterley, T. C., Velicogna, I. & Hsu, C.-W. Self-Consistent Ice Mass Balance and Regional Sea Level From Time-Variable Gravity. Earth and Space Science 7, e2019EA000860, https://doi.org/10.1029/2019EA000860 (2020).

Article 
ADS 

Google Scholar
 

Vishwakarma, B. D. et al. A Data-Driven Approach for Repairing the Hydrological Catchment Signal Damage Due to Filtering of GRACE Products. Water Resources Research 53, 9824–9844 https://doi.org/10.1002/2017WR021150 (2017).

Article 
ADS 

Google Scholar
 

Watkins, M. M. et al. Improved methods for observing Earth’s time variable mass distribution with GRACE using spherical cap mascons. JGR: Solid Eart 120, 2648–2671 https://doi.org/10.1002/2014JB011547 (2015).

Article 
ADS 

Google Scholar
 

Wouters, B., Gardner, A. S. & Moholdt, G. Global Glacier Mass Loss During the GRACE Satellite Mission (2002–2016). Frontiers in Earth Science, 7, https://doi.org/10.3389/feart.2019.00096 (2019).

Agosta, C. et al. Estimation of the Antarctic surface mass balance using the regional climate model MAR (1979–2015) and identification of dominant processes. The Cryosphere 13, 281–296 https://doi.org/10.5194/tc-13-281-2019 (2019).

Article 
ADS 

Google Scholar
 

Hansen, N. et al. Downscaled surface mass balance in Antarctica: impacts of subsurface processes and large-scale atmospheric circulation. The Cryosphere 15, 4315–4333 https://doi.org/10.5194/tc-15-4315-2021 (2021).

Article 
ADS 

Google Scholar
 

van Wessem, J. M. et al. Modelling the climate and surface mass balance of polar ice sheets using RACMO2 – Part 2: Antarctica (1979–2016). The Cryosphere 12, 1479–1498 https://doi.org/10.5194/tc-12-1479-2018 (2018).

Article 
ADS 

Google Scholar
 

Dethinne, T. et al. Sensitivity of the MAR regional climate model snowpack to the parameterization of the assimilation of satellite-derived wet-snow masks on the Antarctic Peninsula. The Cryosphere 17, 4267–4288 https://doi.org/10.5194/tc-17-4267-2023 (2023).

Article 
ADS 

Google Scholar
 

Langen, P. L., Fausto, R. S., Vandecrux, B., Mottram, R. H. & Box, J. E. Liquid Water Flow and Retention on the Greenland Ice Sheet in the Regional Climate Model HIRHAM5: Local and Large-Scale Impacts. Frontiers in Earth Science 4, https://doi.org/10.3389/feart.2016.00110 (2017).

Noël, B., van den Berg, W. J., Lhermitte, S. & van den Broeke, M. Rapid ablation zone expansion amplifies north Greenland mass loss. Sci. Adv. 5, eaaw0123, https://doi.org/10.1126/sciadv.aaw01 (2019).

Article 
ADS 
PubMed 
PubMed Central 

Google Scholar