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Möller, A., & de Boissière, T. 2020, MNRAS, 491, 4277, arXiv: 1901.06384
Original
1901
Earlier work this paper cites.
Kessler, R., Narayan, G., Avelino, A., et al. 2019, PASP, 131, 094501, arXiv: 1903.11756
Original
1903
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Muthukrishna, D., Parkinson, D., & Tucker, B. E. 2019b, ApJ, 885, 85, arXiv: 1903.02557
Original
1903
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Muthukrishna, D., Narayan, G., Mandel, K. S., Biswas, R., & Hložek, R. 2019a, PASP, 131, 118002, arXiv: 1904.00014
Original
1904
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Modjaz, M., Gutiérrez, C. P., & Arcavi, I. 2019, Nature Astronomy, 3, 717, arXiv: 1908.02476
Original
1908
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Fremling, C., Miller, A. A., Sharma, Y., et al. 2020, ApJ, 895, 32, arXiv: 1910.12973
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1910
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Kang, Y., Lee, Y.-W., Kim, Y.-L., Chung, C., & Ree, C. H. 2020, ApJ, 889, 8, arXiv: 1912.04903
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1912
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Wang, Y., Gjergo, E., & Kuhlmann, S. 2015, MNRAS, 451, 1955, arXiv: 1501.06839
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1955
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Cardelli, J. A., Clayton, G. C., & Mathis, J. S. 1989, ApJ, 345, 245, doi: 10.1086/167900
1989
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Cenko, S. B., Fox, D. B., Moon, D.-S., et al. 2006, Publications of the Astronomical Society of the Pacific, 118, 1396
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Blondin, S., & Tonry, J. L. 2007, ApJ, 666, 1024, arXiv: 0709.4488
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Guy, J., Astier, P., Baumont, S., et al. 2007, A&A, 466, 11, arXiv: astro-ph/0701828
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Hunter, J. D. 2007, Computing in Science & Engineering, 9, 90, doi: 10.1109/MCSE.2007.55
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Carrasco-Davis, R., Reyes, E., Valenzuela, C., et al. 2021, AJ, 162, 231, arXiv: 2008.03309
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Schulze, S., Yaron, O., Sollerman, J., et al. 2021, ApJS, 255, 29, arXiv: 2008.05988
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Van der Maaten, L., & Hinton, G. 2008, Journal of machine learning research, 9
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Kessler, R., Bernstein, J. P., Cinabro, D., et al. 2009, PASP, 121, 1028, arXiv: 0908.4280
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Richards, J. W., Homrighausen, D., Freeman, P. E., Schafer, C. M., & Poznanski, D. 2012, MNRAS, 419, 1121, arXiv: 1103.6034
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2011
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Ben-Ami, S., Konidaris, N., Quimby, R., et al. 2012, in Ground-based and Airborne Instrumentation for Astronomy IV, Vol. 8446, SPIE, 1044–1052
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Then

https://www.wandb.com/
Biewald, L. 2020, Experiment Tracking with Weights and Biases · 2020
Later among the works it cites.
Harris, C. R., Millman, K. J., van der Walt, S. J., et al. 2020, Nature, 585, 357, doi: 10.1038/s41586-020-2649-2
2020
Later among the works it cites.
https://doi.org/10.5281/zenodo.3509134
pandas development team, T. 2020, pandas-dev/pandas: Pandas, latest, Zenodo, doi: 10.5281/zenodo.3509134 · 2020
Later among the works it cites.
Boone, K. 2021, AJ, 162, 275, arXiv: 2109.13999
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2021
Later among the works it cites.
Ericsson, L., Gouk, H., Loy, C. C., & Hospedales, T. M. 2022, IEEE Signal Processing Magazine, 39, 42, arXiv: 2110.09327
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2021
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2024

Maven: A Multimodal Foundation Model for Supernova Science

Zhang, Gemma, Helfer, Thomas, Gagliano, Alexander T. et al.

Understand

A common setting in astronomy is the availability of a small number of high-quality observations, and larger amounts of either lower-quality observations or synthetic data from simplified models.

Time-domain astrophysics is a canonical example of this imbalance, with the number of supernovae observed photometrically outpacing the number observed spectroscopically by multiple orders of magnitude.
At the same time, no data-driven models exist to understand these photometric and spectroscopic observables in a common context.
Contrastive learning objectives, which have grown in popularity for aligning distinct data modalities in a shared embedding space, provide a potential solution to extract information from these modalities.

Built on

Möller, A., & de Boissière, T. 2020, MNRAS, 491, 4277, arXiv: 1901.06384
Original
1901
Earlier work this paper cites.
Kessler, R., Narayan, G., Avelino, A., et al. 2019, PASP, 131, 094501, arXiv: 1903.11756
Original
1903
Earlier work this paper cites.
Muthukrishna, D., Parkinson, D., & Tucker, B. E. 2019b, ApJ, 885, 85, arXiv: 1903.02557
Original
1903
Earlier work this paper cites.
Muthukrishna, D., Narayan, G., Mandel, K. S., Biswas, R., & Hložek, R. 2019a, PASP, 131, 118002, arXiv: 1904.00014
Original
1904
Earlier work this paper cites.
Modjaz, M., Gutiérrez, C. P., & Arcavi, I. 2019, Nature Astronomy, 3, 717, arXiv: 1908.02476
Original
1908
Earlier work this paper cites.
Fremling, C., Miller, A. A., Sharma, Y., et al. 2020, ApJ, 895, 32, arXiv: 1910.12973
Original
1910
Earlier work this paper cites.
Kang, Y., Lee, Y.-W., Kim, Y.-L., Chung, C., & Ree, C. H. 2020, ApJ, 889, 8, arXiv: 1912.04903
Original
1912
Earlier work this paper cites.
Wang, Y., Gjergo, E., & Kuhlmann, S. 2015, MNRAS, 451, 1955, arXiv: 1501.06839
Original
1955
Earlier work this paper cites.
Cardelli, J. A., Clayton, G. C., & Mathis, J. S. 1989, ApJ, 345, 245, doi: 10.1086/167900
1989
Earlier work this paper cites.
Cenko, S. B., Fox, D. B., Moon, D.-S., et al. 2006, Publications of the Astronomical Society of the Pacific, 118, 1396
2006
Earlier work this paper cites.
Yang, Y., & Xu, Z. 2020, arXiv e-prints, arXiv:2006.07529, arXiv: 2006.07529
Original
2006
Earlier work this paper cites.
Blondin, S., & Tonry, J. L. 2007, ApJ, 666, 1024, arXiv: 0709.4488
Original
2007
Earlier work this paper cites.
Guy, J., Astier, P., Baumont, S., et al. 2007, A&A, 466, 11, arXiv: astro-ph/0701828
2007
Earlier work this paper cites.
Hunter, J. D. 2007, Computing in Science & Engineering, 9, 90, doi: 10.1109/MCSE.2007.55
2007
Earlier work this paper cites.
Carrasco-Davis, R., Reyes, E., Valenzuela, C., et al. 2021, AJ, 162, 231, arXiv: 2008.03309
Original
2008
Earlier work this paper cites.
Schulze, S., Yaron, O., Sollerman, J., et al. 2021, ApJS, 255, 29, arXiv: 2008.05988
Original
2008
Earlier work this paper cites.
Van der Maaten, L., & Hinton, G. 2008, Journal of machine learning research, 9
2008
Earlier work this paper cites.
Villar, V. A., Hosseinzadeh, G., Berger, E., et al. 2020, ApJ, 905, 94, arXiv: 2008.04921
Original
2008
Earlier work this paper cites.
Gomez, S., Berger, E., Blanchard, P. K., et al. 2020, ApJ, 904, 74, arXiv: 2009.01853
Original
2009
Earlier work this paper cites.
Kessler, R., Bernstein, J. P., Cinabro, D., et al. 2009, PASP, 121, 1028, arXiv: 0908.4280
Original
2009
Earlier work this paper cites.
Perley, D. A., Fremling, C., Sollerman, J., et al. 2020, ApJ, 904, 35, arXiv: 2009.01242
Original
2009
Earlier work this paper cites.
Kessler, R., Bassett, B., Belov, P., et al. 2010, Publications of the Astronomical Society of the Pacific, 122, 1415
2010
Earlier work this paper cites.
Palanque-Delabrouille, N., Ruhlmann-Kleider, V., Pascal, S., et al. 2010, A&A, 514, A63, arXiv: 0911.1629
Original
2010
Earlier work this paper cites.
Matheson, T., Stubens, C., Wolf, N., et al. 2021, AJ, 161, 107, arXiv: 2011.12385
Original
2011
Earlier work this paper cites.
Pedregosa, F., Varoquaux, G., Gramfort, A., et al. 2011, Journal of Machine Learning Research, 12, 2825
2011
Earlier work this paper cites.

Similar

Richards, J. W., Homrighausen, D., Freeman, P. E., Schafer, C. M., & Poznanski, D. 2012, MNRAS, 419, 1121, arXiv: 1103.6034
Original
2011
Cited alongside, same era.
Ben-Ami, S., Konidaris, N., Quimby, R., et al. 2012, in Ground-based and Airborne Instrumentation for Astronomy IV, Vol. 8446, SPIE, 1044–1052
2012
Cited alongside, same era.
Hakobyan, A. A., Adibekyan, V. Z., Aramyan, L. S., et al. 2012, A&A, 544, A81, arXiv: 1206.5016
Original
2012
Cited alongside, same era.
Yaron, O., & Gal-Yam, A. 2012, PASP, 124, 668, arXiv: 1204.1891
Original
2012
Cited alongside, same era.
Astropy Collaboration, Robitaille, T. P., Tollerud, E. J., et al. 2013, A&A, 558, A33, arXiv: 1307.6212
Original

Then

https://www.wandb.com/
Biewald, L. 2020, Experiment Tracking with Weights and Biases · 2020
Later among the works it cites.
Harris, C. R., Millman, K. J., van der Walt, S. J., et al. 2020, Nature, 585, 357, doi: 10.1038/s41586-020-2649-2
2020
Later among the works it cites.
https://doi.org/10.5281/zenodo.3509134
pandas development team, T. 2020, pandas-dev/pandas: Pandas, latest, Zenodo, doi: 10.5281/zenodo.3509134 · 2020
Later among the works it cites.
Boone, K. 2021, AJ, 162, 275, arXiv: 2109.13999
Original
2021
Later among the works it cites.
Ericsson, L., Gouk, H., Loy, C. C., & Hospedales, T. M. 2022, IEEE Signal Processing Magazine, 39, 42, arXiv: 2110.09327
Original
2021
Later among the works it cites.

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2013

Cited alongside, same era.

Madau, P., & Dickinson, M. 2014, ARA&A, 52, 415, arXiv: 1403.0007

Original

2014

Cited alongside, same era.

Shappee, B., Prieto, J., Stanek, K., et al. 2014, in American Astronomical Society Meeting Abstracts# 223, Vol. 223, 236–03

2014

Cited alongside, same era.

Strolger, L.-G., Dahlen, T., Rodney, S. A., et al. 2015, ApJ, 813, 93, arXiv: 1509.06574

Original

2015

Cited alongside, same era.

Kluyver, T., Ragan-Kelley, B., Pérez, F., et al. 2016, in Positioning and Power in Academic Publishing: Players, Agents and Agendas, ed. F. Loizides & B. Schmidt, IOS Press, 87 – 90

2016

Cited alongside, same era.

Shivvers, I., Modjaz, M., Zheng, W., et al. 2017, PASP, 129, 054201, arXiv: 1609.02922

Original

2017

Cited alongside, same era.

Vaswani, A., Shazeer, N., Parmar, N., et al. 2017, arXiv e-prints, arXiv:1706.03762, arXiv: 1706.03762

Original

2017

Cited alongside, same era.

Villar, V. A., Berger, E., Metzger, B. D., & Guillochon, J. 2017, The Astrophysical Journal, 849, 70

2017