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Classifying merger stages with adaptive deep learning and cosmological hydrodynamical simulations
Rosa de Graaff, Berta Margalef-Bentabol, Lingyu Wang, Antonio La Marca, William J. Pearson, Vicente Rodriguez-Gomez and Mike Walmsley Astronomy & Astrophysics 697 A207 (2025) https://doi.org/10.1051/0004-6361/202452659
Galaxy evolution in the Post-Merger Regime – I. Most merger-induced in situ stellar mass growth happens post-coalescence
A post-merger enhancement only in star-forming Type 2 Seyfert galaxies: the deep learning view
M S Avirett-Mackenzie, C Villforth, M Huertas-Company, S Wuyts, D M Alexander, S Bonoli, A Lapi, I E Lopez, C Ramos Almeida and F Shankar Monthly Notices of the Royal Astronomical Society 528(4) 6915 (2024) https://doi.org/10.1093/mnras/stae183
Dust and power: Unravelling the merger-active galactic nucleus connection in the second half of cosmic history
A. La Marca, B. Margalef-Bentabol, L. Wang, F. Gao, A. D. Goulding, G. Martin, V. Rodriguez-Gomez, S. C. Trager, G. Yang, R. Davé and Y. Dubois Astronomy & Astrophysics 690 A326 (2024) https://doi.org/10.1051/0004-6361/202348188
ERGO-ML: comparing IllustrisTNG and HSC galaxy images via contrastive learning
Lukas Eisert, Connor Bottrell, Annalisa Pillepich, Rhythm Shimakawa, Vicente Rodriguez-Gomez, Dylan Nelson, Eirini Angeloudi and Marc Huertas-Company Monthly Notices of the Royal Astronomical Society 528(4) 7411 (2024) https://doi.org/10.1093/mnras/stae481
Galaxy merger challenge: A comparison study between machine learning-based detection methods
B. Margalef-Bentabol, L. Wang, A. La Marca, C. Blanco-Prieto, D. Chudy, H. Domínguez-Sánchez, A. D. Goulding, A. Guzmán-Ortega, M. Huertas-Company, G. Martin, W. J. Pearson, V. Rodriguez-Gomez, M. Walmsley, R. W. Bickley, C. Bottrell, C. Conselice and D. O’Ryan Astronomy & Astrophysics 687 A24 (2024) https://doi.org/10.1051/0004-6361/202348239
The effect of image quality on galaxy merger identification with deep learning
Robert W Bickley, Scott Wilkinson, Leonardo Ferreira, Sara L Ellison, Connor Bottrell and Debarpita Jyoti Monthly Notices of the Royal Astronomical Society 534(3) 2533 (2024) https://doi.org/10.1093/mnras/stae2246
A Physically Motivated Framework to Compare Pair Fractions of Isolated Low- and High-mass Galaxies across Cosmic Time
Katie Chamberlain, Gurtina Besla, Ekta Patel, Vicente Rodriguez-Gomez, Paul Torrey, Garreth Martin, Kelsey Johnson, Nitya Kallivayalil, David Patton, Sarah Pearson, George Privon and Sabrina Stierwalt The Astrophysical Journal 962(2) 162 (2024) https://doi.org/10.3847/1538-4357/ad19d0
hayate: photometric redshift estimation by hybridizing machine learning with template fitting
Shingo Tanigawa, K Glazebrook, C Jacobs, I Labbe and A K Qin Monthly Notices of the Royal Astronomical Society 530(2) 2012 (2024) https://doi.org/10.1093/mnras/stae411
Determining the time before or after a galaxy merger event
Galaxy mergers in UNIONS – I. A simulation-driven hybrid deep learning ensemble for pure galaxy merger classification
Leonardo Ferreira, Robert W Bickley, Sara L Ellison, David R Patton, Shoshannah Byrne-Mamahit, Scott Wilkinson, Connor Bottrell, Sébastien Fabbro, Stephen D J Gwyn and Alan McConnachie Monthly Notices of the Royal Astronomical Society 533(3) 2547 (2024) https://doi.org/10.1093/mnras/stae1885
Hidden depths in the local Universe: The Stellar Stream Legacy Survey
Morphological signatures of mergers in the TNG50 simulation and the Kilo-Degree Survey: the merger fraction from dwarfs to Milky Way-like galaxies
Alejandro Guzmán-Ortega, Vicente Rodriguez-Gomez, Gregory F Snyder, Katie Chamberlain and Lars Hernquist Monthly Notices of the Royal Astronomical Society 519(4) 4920 (2023) https://doi.org/10.1093/mnras/stac3334
AGNs in post-mergers from the ultraviolet near infrared optical northern survey
Robert W Bickley, Sara L Ellison, David R Patton and Scott Wilkinson Monthly Notices of the Royal Astronomical Society 519(4) 6149 (2023) https://doi.org/10.1093/mnras/stad088
The interplay between accretion, downsizing, and the formation of box/peanut bulges in TNG50
Stuart Robert Anderson, Steven Gough-Kelly, Victor P Debattista, Min Du, Peter Erwin, Virginia Cuomo, Joseph Caruana, Lars Hernquist and Mark Vogelsberger Monthly Notices of the Royal Astronomical Society 527(2) 2919 (2023) https://doi.org/10.1093/mnras/stad3271
Merger identification through photometric bands, colours, and their errors
A Simulation-driven Deep Learning Approach for Separating Mergers and Star-forming Galaxies: The Formation Histories of Clumpy Galaxies in All of the CANDELS Fields
Leonardo Ferreira, Christopher J. Conselice, Ulrike Kuchner and Clár-Bríd Tohill The Astrophysical Journal 931(1) 34 (2022) https://doi.org/10.3847/1538-4357/ac66ea
Star formation characteristics of CNN-identified post-mergers in the Ultraviolet Near Infrared Optical Northern Survey (UNIONS)
Robert W Bickley, Sara L Ellison, David R Patton, et al. Monthly Notices of the Royal Astronomical Society 514(3) 3294 (2022) https://doi.org/10.1093/mnras/stac1500
Convolutional neural network identification of galaxy post-mergers in UNIONS using IllustrisTNG
Robert W Bickley, Connor Bottrell, Maan H Hani, et al. Monthly Notices of the Royal Astronomical Society 504(1) 372 (2021) https://doi.org/10.1093/mnras/stab806
DeepMerge – II. Building robust deep learning algorithms for merging galaxy identification across domains