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Department of Applied Mathematics and Theoretical Physics

Physics-AI Fellow

Publications

The Degeneracy Distillery
TL Makinen, DJ Bartlett, N Jeffrey, BD Wandelt
(2026)
A simulation-based inference of the Milky Way merger history
A Sante, AS Font, D Kawata, TL Makinen, RJJ Grand
– Monthly Notices of the Royal Astronomical Society
(2026)
550,
stag1162
Dark Energy Survey Year 3 results: optimized $w$CDM simulation-based inference with weak lensing map-level hybrid statistics
J Williamson, TL Makinen, N Porqueres, N Jeffrey, A Heavens, M Gatti, BD Wandelt, L Whiteway, J Prat, A Alarcon, A Amon, K Bechtol, MR Becker, GM Bernstein, A Campos, AC Rosell, R Chen, A Choi, J DeRose, C Doux, A Drlica-Wagner, K Eckert, S Everett, A Ferté, Z Gong, D Gruen, RA Gruendl, K Herner, M Jarvis, T Kacprzak, O Lahav, J McCullough, J Myles, A Navarro-Alsina, S Pandey, M Raveri, RP Rollins, ES Rykoff, C Sánchez, LF Secco, I Sevilla-Noarbe, E Sheldon, T Shin, A Thomsen, MA Troxel, I Tutusaus, TN Varga, B Yanny, B Yin, J Zuntz, TMC Abbott, M Aguena, F Andrade-Oliveira, D Brooks, R Camilleri, J Carretero, R Cawthon, M Crocce, LND Costa, TM Davis, JD Vicente, S Desai, HT Diehl, B Flaugher, J Frieman, J García-Bellido, G Gutierrez, SR Hinton, DL Hollowood, K Kuehn, JL Marshall, J Mena-Fernández, R Miquel, JJ Mohr, J Muir, AAP Malagón, A Porredon, A Roodman, E Sanchez, DS Cid, E Suchyta, MEC Swanson, C To, DL Tucker, V Vikram, AR Walker, N Weaverdyck, J Weller
(2026)
Introducing sapphire: Towards Hybrid Physics-Informed, Data-Driven Modeling of Galaxy Formation
V Pandya, GL Bryan, TL Makinen, A Gabrielpillai, C Carr, DB Fielding, L Hernquist, M Ho, K Iyer, CK Jespersen, S Koudmani, M Laska, P Lemos, CC Lovell, LA Perez, WF Robinson, RS Somerville, TK Starkenburg, R Stiskalek, B Terrazas, GM Voit
(2026)
A simulation-based inference of the Milky Way merger history
A Sante, AS Font, D Kawata, TL Makinen, RJJ Grand
(2026)
Creating halos with autoregressive multistage networks
S Pandey, C Modi, BD Wandelt, DJ Bartlett, AE Bayer, GL Bryan, M Ho, G Lavaux, TL Makinen, F Villaescusa-Navarro
– Physical Review D
(2025)
112,
1035031
Optimal neural summarization for full-field weak lensing cosmological implicit inference
D Lanzieri, J Zeghal, TL Makinen, A Boucaud, J-L Starck, F Lanusse
– Astronomy and Astrophysics
(2025)
697,
A162
Hybrid summary statistics: neural weak lensing inference beyond the power spectrum
TL Makinen, A Heavens, N Porqueres, T Charnock, A Lapel, BD Wandelt
– Journal of Cosmology and Astroparticle Physics
(2025)
2025,
095
Hybrid Summary Statistics
TL Makinen, C Sui, BD Wandelt, N Porqueres, A Heavens
(2024)
CHARM: Creating Halos with Auto-Regressive Multi-stage networks
S Pandey, C Modi, BD Wandelt, DJ Bartlett, AE Bayer, GL Bryan, M Ho, G Lavaux, TL Makinen, F Villaescusa-Navarro
(2024)
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Research Group

Relativity and Gravitation

Room

B0.30