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Faculty of Mathematics

 

Dr Timothy Lucas Maekinen

Physics-AI Fellow

Publications

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)
(link to publication)
A simulation-based inference of the Milky Way merger history
A Sante, AS Font, D Kawata, TL Makinen, RJJ Grand
(2026)
(link to publication)
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,
103503
(doi: 10.1103/vlm2-tm6k)
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
(doi: 10.1051/0004-6361/202451535)
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
(doi: 10.1088/1475-7516/2025/01/095)
Hybrid Summary Statistics
TL Makinen, C Sui, BD Wandelt, N Porqueres, A Heavens
(2024)
(link to publication)
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)
(link to publication)
Hybrid summary statistics: neural weak lensing inference beyond the power spectrum
TL Makinen, A Heavens, N Porqueres, T Charnock, A Lapel, BD Wandelt
(2024)
(link to publication)
Optimal Neural Summarisation for Full-Field Weak Lensing Cosmological Implicit Inference
D Lanzieri, J Zeghal, TL Makinen, A Boucaud, J-L Starck, F Lanusse
(2024)
(link to publication)
LtU-ILI: An All-in-One Framework for Implicit Inference in Astrophysics and Cosmology
M Ho, DJ Bartlett, N Chartier, C Cuesta-Lazaro, S Ding, A Lapel, P Lemos, CC Lovell, TL Makinen, C Modi, V Pandya, S Pandey, LA Perez, B Wandelt, GL Bryan
– The Open Journal of Astrophysics
(2024)
7,
(doi: 10.33232/001c.120559)
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Research Group

Relativity and Gravitation

Email

tlm41@cam.ac.uk

Room

B0.30

Study at Cambridge

About the University

Research at Cambridge