@misc{flows,
      title={Variational Inference with Normalizing Flows}, 
      author={Danilo Jimenez Rezende and Shakir Mohamed},
      year={2016},
      eprint={1505.05770},
      archivePrefix={arXiv},
      primaryClass={stat.ML},
      url={https://arxiv.org/abs/1505.05770}, 
}

@misc{ffjord,
      title={FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models}, 
      author={Will Grathwohl and Ricky T. Q. Chen and Jesse Bettencourt and Ilya Sutskever and David Duvenaud},
      year={2018},
      eprint={1810.01367},
      archivePrefix={arXiv},
      primaryClass={cs.LG},
      url={https://arxiv.org/abs/1810.01367}, 
}

@misc{neuralodes,
      title={Neural Ordinary Differential Equations}, 
      author={Ricky T. Q. Chen and Yulia Rubanova and Jesse Bettencourt and David Duvenaud},
      year={2019},
      eprint={1806.07366},
      archivePrefix={arXiv},
      primaryClass={cs.LG},
      url={https://arxiv.org/abs/1806.07366}, 
}

@misc{blackjax,
      title={BlackJAX: Composable {B}ayesian inference in {JAX}},
      author={Alberto Cabezas and Adrien Corenflos and Junpeng Lao and Rémi Louf},
      year={2024},
      eprint={2402.10797},
      archivePrefix={arXiv},
      primaryClass={cs.MS}
}

@misc{mafs,
      title={Masked Autoregressive Flow for Density Estimation}, 
      author={George Papamakarios and Theo Pavlakou and Iain Murray},
      year={2018},
      eprint={1705.07057},
      archivePrefix={arXiv},
      primaryClass={stat.ML},
      url={https://arxiv.org/abs/1705.07057}, 
}

@software{flowjax,
  title = {FlowJAX: Distributions and Normalizing Flows in Jax},
  author = {Daniel Ward},
  url = {https://github.com/danielward27/flowjax},
  version = {16.0.0},
  year = {2024},
  doi = {10.5281/zenodo.10402073},
}

@misc{flowmatching,
      title={Flow Matching for Generative Modeling}, 
      author={Yaron Lipman and Ricky T. Q. Chen and Heli Ben-Hamu and Maximilian Nickel and Matt Le},
      year={2023},
      eprint={2210.02747},
      archivePrefix={arXiv},
      primaryClass={cs.LG},
      url={https://arxiv.org/abs/2210.02747}, 
}

@inproceedings{optuna,
  title={{O}ptuna: A Next-Generation Hyperparameter Optimization Framework},
  author={Akiba, Takuya and Sano, Shotaro and Yanase, Toshihiko and Ohta, Takeru and Koyama, Masanori},
  booktitle={The 25th ACM SIGKDD International Conference on Knowledge Discovery \& Data Mining},
  pages={2623--2631},
  year={2019}
}

@article{sbi,
   title={The frontier of simulation-based inference},
   volume={117},
   ISSN={1091-6490},
   url={http://dx.doi.org/10.1073/pnas.1912789117},
   DOI={10.1073/pnas.1912789117},
   number={48},
   journal={Proceedings of the National Academy of Sciences},
   publisher={Proceedings of the National Academy of Sciences},
   author={Cranmer, Kyle and Brehmer, Johann and Louppe, Gilles},
   year={2020},
   month=may, pages={30055–30062} }


@article{delfi,
   title={Fast likelihood-free cosmology with neural density estimators and active learning},
   ISSN={1365-2966},
   url={http://dx.doi.org/10.1093/mnras/stz1960},
   DOI={10.1093/mnras/stz1960},
   journal={Monthly Notices of the Royal Astronomical Society},
   publisher={Oxford University Press (OUP)},
   author={Alsing, Justin and Charnock, Tom and Feeney, Stephen and Wandelt, Benjamin},
   year={2019},
   month=jul }

@misc{papamakarios,
      title={Neural Density Estimation and Likelihood-free Inference}, 
      author={George Papamakarios},
      year={2019},
      eprint={1910.13233},
      archivePrefix={arXiv},
      primaryClass={stat.ML},
      url={https://arxiv.org/abs/1910.13233}, 
}

@misc{npe,
      title={Automatic Posterior Transformation for Likelihood-Free Inference}, 
      author={David S. Greenberg and Marcel Nonnenmacher and Jakob H. Macke},
      year={2019},
      eprint={1905.07488},
      archivePrefix={arXiv},
      primaryClass={cs.LG},
      url={https://arxiv.org/abs/1905.07488}, 
}

@software{jax,
  author = {James Bradbury and Roy Frostig and Peter Hawkins and Matthew James Johnson and Chris Leary and Dougal Maclaurin and George Necula and Adam Paszke and Jake Vander{P}las and Skye Wanderman-{M}ilne and Qiao Zhang},
  title = {{JAX}: composable transformations of {P}ython+{N}um{P}y programs},
  url = {http://github.com/jax-ml/jax},
  version = {0.3.13},
  year = {2018},
}

@article{equinox,
    author={Patrick Kidger and Cristian Garcia},
    title={{E}quinox: neural networks in {JAX} via callable {P}y{T}rees and filtered transformations},
    year={2021},
    journal={Differentiable Programming workshop at Neural Information Processing Systems 2021}
}

@software{optax,
  title = {The {D}eep{M}ind {JAX} {E}cosystem},
  author = {DeepMind and Babuschkin, Igor and Baumli, Kate and Bell, Alison and Bhupatiraju, Surya and Bruce, Jake and Buchlovsky, Peter and Budden, David and Cai, Trevor and Clark, Aidan and Danihelka, Ivo and Dedieu, Antoine and Fantacci, Claudio and Godwin, Jonathan and Jones, Chris and Hemsley, Ross and Hennigan, Tom and Hessel, Matteo and Hou, Shaobo and Kapturowski, Steven and Keck, Thomas and Kemaev, Iurii and King, Michael and Kunesch, Markus and Martens, Lena and Merzic, Hamza and Mikulik, Vladimir and Norman, Tamara and Papamakarios, George and Quan, John and Ring, Roman and Ruiz, Francisco and Sanchez, Alvaro and Sartran, Laurent and Schneider, Rosalia and Sezener, Eren and Spencer, Stephen and Srinivasan, Srivatsan and Stanojevi\'{c}, Milo\v{s} and Stokowiec, Wojciech and Wang, Luyu and Zhou, Guangyao and Viola, Fabio},
  url = {http://github.com/google-deepmind},
  year = {2020},
}

@misc{diffrax,
      title={On Neural Differential Equations}, 
      author={Patrick Kidger},
      year={2022},
      eprint={2202.02435},
      archivePrefix={arXiv},
      primaryClass={cs.LG},
      url={https://arxiv.org/abs/2202.02435}, 
}

@misc{homersbi,
      title={Simulation-based inference has its own Dodelson-Schneider effect (but it knows that it does)}, 
      author={Jed Homer and Oliver Friedrich and Daniel Gruen},
      year={2024},
      eprint={2412.02311},
      archivePrefix={arXiv},
      primaryClass={astro-ph.CO},
      url={https://arxiv.org/abs/2412.02311}, 
}
 
@article{sbimacke,
  doi = {10.21105/joss.02505},
  url = {https://doi.org/10.21105/joss.02505},
  year = {2020},
  publisher = {The Open Journal},
  volume = {5},
  number = {52},
  pages = {2505},
  author = {Alvaro Tejero-Cantero and Jan Boelts and Michael Deistler and Jan-Matthis Lueckmann and Conor Durkan and Pedro J. Gonçalves and David S. Greenberg and Jakob H. Macke},
  title = {sbi: A toolkit for simulation-based inference},
  journal = {Journal of Open Source Software}
}

@software{sbidirmeier,
  author = {Simon Dirmeir},
  title = {SBIJAX: Simulation-based inference in JAX.},
  url = {https://github.com/dirmeier/sbijax},
  version = {0.3.0},
  year = {2024},
}

@misc{Euclid,
      title={Euclid Definition Study Report}, 
      author={R. Laureijs and J. Amiaux and S. Arduini and J. -L. Auguères and J. Brinchmann and R. Cole and M. Cropper and C. Dabin and L. Duvet and A. Ealet and B. Garilli and P. Gondoin and L. Guzzo and J. Hoar and H. Hoekstra and R. Holmes and T. Kitching and T. Maciaszek and Y. Mellier and F. Pasian and W. Percival and J. Rhodes and G. Saavedra Criado and M. Sauvage and R. Scaramella and L. Valenziano and S. Warren and R. Bender and F. Castander and A. Cimatti and O. Le Fèvre and H. Kurki-Suonio and M. Levi and P. Lilje and G. Meylan and R. Nichol and K. Pedersen and V. Popa and R. Rebolo Lopez and H. -W. Rix and H. Rottgering and W. Zeilinger and F. Grupp and P. Hudelot and R. Massey and M. Meneghetti and L. Miller and S. Paltani and S. Paulin-Henriksson and S. Pires and C. Saxton and T. Schrabback and G. Seidel and J. Walsh and N. Aghanim and L. Amendola and J. Bartlett and C. Baccigalupi and J. -P. Beaulieu and K. Benabed and J. -G. Cuby and D. Elbaz and P. Fosalba and G. Gavazzi and A. Helmi and I. Hook and M. Irwin and J. -P. Kneib and M. Kunz and F. Mannucci and L. Moscardini and C. Tao and R. Teyssier and J. Weller and G. Zamorani and M. R. Zapatero Osorio and O. Boulade and J. J. Foumond and A. Di Giorgio and P. Guttridge and A. James and M. Kemp and J. Martignac and A. Spencer and D. Walton and T. Blümchen and C. Bonoli and F. Bortoletto and C. Cerna and L. Corcione and C. Fabron and K. Jahnke and S. Ligori and F. Madrid and L. Martin and G. Morgante and T. Pamplona and E. Prieto and M. Riva and R. Toledo and M. Trifoglio and F. Zerbi and F. Abdalla and M. Douspis and C. Grenet and S. Borgani and R. Bouwens and F. Courbin and J. -M. Delouis and P. Dubath and A. Fontana and M. Frailis and A. Grazian and J. Koppenhöfer and O. Mansutti and M. Melchior and M. Mignoli and J. Mohr and C. Neissner and K. Noddle and M. Poncet and M. Scodeggio and S. Serrano and N. Shane and J. -L. Starck and C. Surace and A. Taylor and G. Verdoes-Kleijn and C. Vuerli and O. R. Williams and A. Zacchei and B. Altieri and I. Escudero Sanz and R. Kohley and T. Oosterbroek and P. Astier and D. Bacon and S. Bardelli and C. Baugh and F. Bellagamba and C. Benoist and D. Bianchi and A. Biviano and E. Branchini and C. Carbone and V. Cardone and D. Clements and S. Colombi and C. Conselice and G. Cresci and N. Deacon and J. Dunlop and C. Fedeli and F. Fontanot and P. Franzetti and C. Giocoli and J. Garcia-Bellido and J. Gow and A. Heavens and P. Hewett and C. Heymans and A. Holland and Z. Huang and O. Ilbert and B. Joachimi and E. Jennins and E. Kerins and A. Kiessling and D. Kirk and R. Kotak and O. Krause and O. Lahav and F. van Leeuwen and J. Lesgourgues and M. Lombardi and M. Magliocchetti and K. Maguire and E. Majerotto and R. Maoli and F. Marulli and S. Maurogordato and H. McCracken and R. McLure and A. Melchiorri and A. Merson and M. Moresco and M. Nonino and P. Norberg and J. Peacock and R. Pello and M. Penny and V. Pettorino and C. Di Porto and L. Pozzetti and C. Quercellini and M. Radovich and A. Rassat and N. Roche and S. Ronayette and E. Rossetti and B. Sartoris and P. Schneider and E. Semboloni and S. Serjeant and F. Simpson and C. Skordis and G. Smadja and S. Smartt and P. Spano and S. Spiro and M. Sullivan and A. Tilquin and R. Trotta and L. Verde and Y. Wang and G. Williger and G. Zhao and J. Zoubian and E. Zucca},
      year={2011},
      eprint={1110.3193},
      archivePrefix={arXiv},
      primaryClass={astro-ph.CO},
      url={https://arxiv.org/abs/1110.3193}, 
}

@misc{DESI,
      title={The Dark Energy Spectroscopic Instrument (DESI)}, 
      author={Michael E. Levi and Lori E. Allen and Anand Raichoor and Charles Baltay and Segev BenZvi and Florian Beutler and Adam Bolton and Francisco J. Castander and Chia-Hsun Chuang and Andrew Cooper and Jean-Gabriel Cuby and Arjun Dey and Daniel Eisenstein and Xiaohui Fan and Brenna Flaugher and Carlos Frenk and Alma X. Gonzalez-Morales and Or Graur and Julien Guy and Salman Habib and Klaus Honscheid and Stephanie Juneau and Jean-Paul Kneib and Ofer Lahav and Dustin Lang and Alexie Leauthaud and Betta Lusso and Axel de la Macorra and Marc Manera and Paul Martini and Shude Mao and Jeffrey A. Newman and Nathalie Palanque-Delabrouille and Will J. Percival and Carlos Allende Prieto and Constance M. Rockosi and Vanina Ruhlmann-Kleider and David Schlegel and Hee-Jong Seo and Yong-Seon Song and Greg Tarle and Risa Wechsler and David Weinberg and Christophe Yeche and Ying Zu},
      year={2019},
      eprint={1907.10688},
      archivePrefix={arXiv},
      primaryClass={astro-ph.IM},
      url={https://arxiv.org/abs/1907.10688}, 
}

@ARTICLE{DES,
       author = {{Dark Energy Survey Collaboration} and {Abbott}, T. and {Abdalla}, F.~B. and {Aleksi{\'c}}, J. and {Allam}, S. and {Amara}, A. and {Bacon}, D. and {Balbinot}, E. and {Banerji}, M. and {Bechtol}, K. and {Benoit-L{\'e}vy}, A. and {Bernstein}, G.~M. and {Bertin}, E. and {Blazek}, J. and {Bonnett}, C. and {Bridle}, S. and {Brooks}, D. and {Brunner}, R.~J. and {Buckley-Geer}, E. and {Burke}, D.~L. and {Caminha}, G.~B. and {Capozzi}, D. and {Carlsen}, J. and {Carnero-Rosell}, A. and {Carollo}, M. and {Carrasco-Kind}, M. and {Carretero}, J. and {Castander}, F.~J. and {Clerkin}, L. and {Collett}, T. and {Conselice}, C. and {Crocce}, M. and {Cunha}, C.~E. and {D'Andrea}, C.~B. and {da Costa}, L.~N. and {Davis}, T.~M. and {Desai}, S. and {Diehl}, H.~T. and {Dietrich}, J.~P. and {Dodelson}, S. and {Doel}, P. and {Drlica-Wagner}, A. and {Estrada}, J. and {Etherington}, J. and {Evrard}, A.~E. and {Fabbri}, J. and {Finley}, D.~A. and {Flaugher}, B. and {Foley}, R.~J. and {Fosalba}, P. and {Frieman}, J. and {Garc{\'\i}a-Bellido}, J. and {Gaztanaga}, E. and {Gerdes}, D.~W. and {Giannantonio}, T. and {Goldstein}, D.~A. and {Gruen}, D. and {Gruendl}, R.~A. and {Guarnieri}, P. and {Gutierrez}, G. and {Hartley}, W. and {Honscheid}, K. and {Jain}, B. and {James}, D.~J. and {Jeltema}, T. and {Jouvel}, S. and {Kessler}, R. and {King}, A. and {Kirk}, D. and {Kron}, R. and {Kuehn}, K. and {Kuropatkin}, N. and {Lahav}, O. and {Li}, T.~S. and {Lima}, M. and {Lin}, H. and {Maia}, M.~A.~G. and {Makler}, M. and {Manera}, M. and {Maraston}, C. and {Marshall}, J.~L. and {Martini}, P. and {McMahon}, R.~G. and {Melchior}, P. and {Merson}, A. and {Miller}, C.~J. and {Miquel}, R. and {Mohr}, J.~J. and {Morice-Atkinson}, X. and {Naidoo}, K. and {Neilsen}, E. and {Nichol}, R.~C. and {Nord}, B. and {Ogando}, R. and {Ostrovski}, F. and {Palmese}, A. and {Papadopoulos}, A. and {Peiris}, H.~V. and {Peoples}, J. and {Percival}, W.~J. and {Plazas}, A.~A. and {Reed}, S.~L. and {Refregier}, A. and {Romer}, A.~K. and {Roodman}, A. and {Ross}, A. and {Rozo}, E. and {Rykoff}, E.~S. and {Sadeh}, I. and {Sako}, M. and {S{\'a}nchez}, C. and {Sanchez}, E. and {Santiago}, B. and {Scarpine}, V. and {Schubnell}, M. and {Sevilla-Noarbe}, I. and {Sheldon}, E. and {Smith}, M. and {Smith}, R.~C. and {Soares-Santos}, M. and {Sobreira}, F. and {Soumagnac}, M. and {Suchyta}, E. and {Sullivan}, M. and {Swanson}, M. and {Tarle}, G. and {Thaler}, J. and {Thomas}, D. and {Thomas}, R.~C. and {Tucker}, D. and {Vieira}, J.~D. and {Vikram}, V. and {Walker}, A.~R. and {Wechsler}, R.~H. and {Weller}, J. and {Wester}, W. and {Whiteway}, L. and {Wilcox}, H. and {Yanny}, B. and {Zhang}, Y. and {Zuntz}, J.},
        title = "{The Dark Energy Survey: more than dark energy - an overview}",
      journal = {\mnras},
     keywords = {surveys, minor planets, asteroids: general, supernovae: general, Galaxy: general, galaxies: general, quasars: general, Astrophysics - Cosmology and Nongalactic Astrophysics, Astrophysics - Astrophysics of Galaxies},
         year = 2016,
        month = aug,
       volume = {460},
       number = {2},
        pages = {1270-1299},
          doi = {10.1093/mnras/stw641},
archivePrefix = {arXiv},
       eprint = {1601.00329},
 primaryClass = {astro-ph.CO},
       adsurl = {https://ui.adsabs.harvard.edu/abs/2016MNRAS.460.1270D},
      adsnote = {Provided by the SAO/NASA Astrophysics Data System}
}

@article{ABC,
author = {Donald B. Rubin},
title = {{Bayesianly Justifiable and Relevant Frequency Calculations for the Applied Statistician}},
volume = {12},
journal = {The Annals of Statistics},
number = {4},
publisher = {Institute of Mathematical Statistics},
pages = {1151 -- 1172},
keywords = {62-07, Calibration, Empirical Bayes, inference, model monitoring, operating characteristics, posterior predictive checks, Stopping rules},
year = {1984},
doi = {10.1214/aos/1176346785},
URL = {https://doi.org/10.1214/aos/1176346785}
}

@misc{NRE,
      title={Towards Reliable Simulation-Based Inference with Balanced Neural Ratio Estimation}, 
      author={Arnaud Delaunoy and Joeri Hermans and François Rozet and Antoine Wehenkel and Gilles Louppe},
      year={2022},
      eprint={2208.13624},
      archivePrefix={arXiv},
      primaryClass={stat.ML},
      url={https://arxiv.org/abs/2208.13624}, 
}