M. Betoule, R. Kessler, and J. Guy, A&A, vol.568, p.22, 2014.

R. Biswas, D. Cinabro, and R. Kessler, , 2017.

A. Brunel, J. Pasquet, and J. Pasquet, proceedings of the 2019 IS&T International Symposium on Electronic Imaging, 2019.

T. Charnock and A. Moss, ApJ, vol.837, p.28, 2017.

M. Dai, S. Kuhlmann, Y. Wang, and E. Kovacs, MNRAS, vol.477, p.4142, 2018.

D. Sánchez, H. Huertas-company, M. Bernardi, M. Tuccillo, D. Fischer et al., MNRAS, vol.476, p.3661, 2018.

L. Du-buisson, N. Sivanandam, B. A. Bassett, and M. Smith, MNRAS, vol.454, p.2026, 2015.

A. Eldesokey, M. Felsberg, and F. Shahbaz-khan, , 2018.

J. A. Frieman, B. Bassett, and A. Becker, AJ, vol.135, p.338, 2008.

F. Gieseke, S. Bloemen, and C. Van-den-bogaard, MNRAS, vol.472, p.3101, 2017.

J. Guy, P. Astier, and S. Baumont, A&A, vol.466, p.11, 2007.

R. Hadsell, S. Chopra, and Y. Lecun, 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'06), vol.2, pp.1735-1742, 2006.

K. He, X. Zhang, S. Ren, and J. Sun, IEEE Conference on Computer Vision and Pattern Recognition, p.770, 2016.

G. E. Hinton, Neural Comput, vol.14, p.1771, 2002.

J. Hua and X. Gong, Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence, IJCAI-18 (International Joint Conferences on Artificial Intelligence Organization), pp.2283-2290, 2018.

, A&A proofs: manuscript no. output

E. E. Ishida and R. S. De-souza, MNRAS, vol.430, p.509, 2013.

S. Jha, A. G. Riess, and R. P. Kirshner, ApJ, vol.659, p.122, 2007.

N. V. Karpenka, F. Feroz, and M. P. Hobson, MNRAS, vol.429, p.1278, 2013.

R. Kessler, B. Bassett, and P. Belov, PASP, vol.122, p.1415, 2010.

R. Kessler, J. P. Bernstein, and D. Cinabro, PASP, vol.121, p.1028, 2009.

R. Kessler, A. Conley, S. Jha, and S. Kuhlmann, , 2010.

D. P. Kingma and J. Ba, , 2014.

G. Liu, F. A. Reda, and K. J. Shih, , 2018.

M. Lochner, J. D. Mcewen, H. V. Peiris, O. Lahav, and M. K. Winter, ApJS, vol.225, p.31, 2016.

P. A. Abell and J. Allison, , 2009.

A. Mahabal, K. Sheth, and F. Gieseke, , 2017.

A. Möller, V. Ruhlmann-kleider, and C. Leloup, J. Cosmology Astropart. Phys, vol.12, p.8, 2016.

V. Nair and G. E. Hinton, Proceedings of the 27th International Conference on Machine Learning (ICML-10), pp.807-814, 2010.

J. Pasquet, E. Bertin, M. Treyer, S. Arnouts, and D. Fouchez, , 2018.

J. Pasquet-itam and J. Pasquet, A&A, vol.611, 2018.

S. Perlmutter, G. Aldering, and G. Goldhaber, ApJ, vol.517, p.565, 1999.

M. M. Phillips, ApJ, vol.413, p.105, 1993.

R. Polikar, , vol.6, p.21, 2006.

J. W. Richards, D. Homrighausen, P. E. Freeman, C. M. Schafer, and D. Poznanski, MNRAS, vol.419, p.1121, 2012.

A. G. Riess, A. V. Filippenko, and P. Challis, AJ, vol.116, p.1009, 1998.

M. Sako, B. Bassett, and A. Becker, AJ, vol.135, p.348, 2008.

M. Sako, B. Bassett, and A. C. Becker, PASP, vol.130, p.64002, 2018.

J. Schmidhuber, D. Wierstra, and F. Gomez, Proceedings of the 19th International Joint Conference on Artificial Intelligence (IJCAI (Morgan), pp.853-858, 2005.

D. M. Scolnic, D. O. Jones, and A. Rest, ApJ, vol.859, p.101, 2018.

N. Srivastava, G. Hinton, A. Krizhevsky, I. Sutskever, and R. Salakhutdinov, Journal of Machine Learning Research, vol.15, p.1929, 2014.

C. Szegedy, W. Liu, and Y. Jia, Computer Vision and Pattern Recognition (CVPR), 2015.

R. Tripp, A&A, vol.331, p.55, 1995.

L. Van-der-maaten and G. Hinton, Journal of Machine Learning Research, vol.9, p.2579, 2008.

M. M. Varughese, R. Von-sachs, M. Stephanou, and B. A. Bassett, , vol.453, p.2848, 2015.

P. Vincent, H. Larochelle, Y. Bengio, and P. Manzagol, Proceedings of the Twenty-fifth International Conference on Machine Learning (ICML'08), pp.1096-1103, 2008.