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Expand Up @@ -62,6 +62,7 @@ @article{bingham2019pyro
volume = {20},
pages = {28:1--28:6},
year = {2019},
doi = {10.48550/arXiv.1810.09538}
}

@article{abril2023pymc,
Expand Down Expand Up @@ -209,7 +210,8 @@ @article{papamakarios2016fast
author={Papamakarios, George and Murray, Iain},
journal={Advances in neural information processing systems},
volume={29},
year={2016}
year={2016},
doi = {10.48550/arXiv.1605.06376},
}

@article{papamakarios2021normalizing,
Expand All @@ -219,7 +221,8 @@ @article{papamakarios2021normalizing
volume={22},
number={57},
pages={1--64},
year={2021}
year={2021},
doi = {10.48550/arXiv.1912.02762},
}

@inproceedings{papamakarios2019sequential,
Expand All @@ -228,7 +231,8 @@ @inproceedings{papamakarios2019sequential
booktitle={The 22nd International Conference on Artificial Intelligence and Statistics},
pages={837--848},
year={2019},
organization={PMLR}
organization={PMLR},
doi = {10.48550/arXiv.1805.07226},
}

@article{papamakarios2017masked,
Expand All @@ -253,7 +257,8 @@ @inproceedings{greenberg2019automatic
booktitle={International Conference on Machine Learning},
pages={2404--2414},
year={2019},
organization={PMLR}
organization={PMLR},
doi = {10.48550/arXiv.1905.07488}
}

@article{tejerocantero2020sbi,
Expand Down Expand Up @@ -404,7 +409,8 @@ @inproceedings{hermans2020likelihood
booktitle={International Conference on Machine Learning},
pages={4239--4248},
year={2020},
organization={PMLR}
organization={PMLR},
doi = {10.48550/arXiv.1903.04057},
}

@article{jiang2017learning,
Expand Down Expand Up @@ -450,7 +456,8 @@ @article{Bishop_94
Author = {Bishop, C M},
Journal = {Technical Report. Aston University, Birmingham},
Title = {Mixture density networks},
Year = {1994}}
Year = {1994},
}

@article{sisson2007sequential,
Author = {Sisson, Scott A and Fan, Yanan and Tanaka, Mark M},
Expand Down Expand Up @@ -523,14 +530,15 @@ @article{
journal={Transactions on Machine Learning Research},
issn={2835-8856},
year={2022},
note={}
doi = {10.48550/arXiv.2110.06581},
}

@article{talts2018validating,
title={Validating Bayesian inference algorithms with simulation-based calibration},
author={Talts, Sean and Betancourt, Michael and Simpson, Daniel and Vehtari, Aki and Gelman, Andrew},
journal={arXiv preprint arXiv:1804.06788},
year={2018}
year={2018},
doi = {10.48550/arXiv.1804.06788},
}

@article{jarvenpaa2019efficient,
Expand All @@ -552,7 +560,8 @@ @article{boelts2022flexible
volume={11},
pages={e77220},
year={2022},
publisher={eLife Sciences Publications Limited}
publisher={eLife Sciences Publications Limited},
doi = {10.7554/eLife.77220}
}

@article{deistler2022energy,
Expand Down Expand Up @@ -609,6 +618,7 @@ @inproceedings{deistler2022truncated
booktitle={Advances in Neural Information Processing Systems},
editor={Alice H. Oh and Alekh Agarwal and Danielle Belgrave and Kyunghyun Cho},
year={2022},
doi = {10.48550/arXiv.2210.04815}
}

@article{alsing2023optimal,
Expand Down Expand Up @@ -655,7 +665,8 @@ @inproceedings{geffner2023compositional
booktitle={International Conference on Machine Learning},
pages={11098--11116},
year={2023},
organization={PMLR}
organization={PMLR},
doi = {10.48550/arXiv.2209.14249}
}


Expand Down Expand Up @@ -694,6 +705,7 @@ @inproceedings{
author={Jack Simons and Louis Sharrock and Song Liu and Mark Beaumont},
booktitle={Fifth Symposium on Advances in Approximate Bayesian Inference},
year={2023},
doi = {10.48550/arXiv.2210.04872},
}

@inproceedings{le2017inference,
Expand Down Expand Up @@ -726,6 +738,7 @@ @inproceedings{
author={Jonas Bernhard Wildberger and Maximilian Dax and Simon Buchholz and Stephen R Green and Jakob H. Macke and Bernhard Sch{\"o}lkopf},
booktitle={Thirty-seventh Conference on Neural Information Processing Systems},
year={2023},
doi = {10.48550/arXiv.2305.17161},
}

@article{gao2024generalized,
Expand Down Expand Up @@ -792,7 +805,8 @@ @article{bondarenko2023embryo
volume={42},
number={17},
pages={e113280},
year={2023}
year={2023},
doi = {10.15252/embj.2022113280}
}

@article{confavreux2023meta,
Expand Down Expand Up @@ -824,14 +838,16 @@ @article{avecilla2022neural
number={5},
pages={e3001633},
year={2022},
publisher={Public Library of Science San Francisco, CA USA}
publisher={Public Library of Science San Francisco, CA USA},
doi = {10.1371/journal.pbio.3001633}
}

@inproceedings{gloecklervariational,
title={Variational methods for simulation-based inference},
author={Gl{\"o}ckler, Manuel and Deistler, Michael and Macke, Jakob H},
booktitle={International Conference on Learning Representations},
year={2022},
doi = {10.48550/arXiv.2203.04176}
}

@article{lowet2023theta,
Expand All @@ -853,14 +869,16 @@ @article{mishra2022neural
number={6},
pages={063017},
year={2022},
publisher={APS}
publisher={APS},
doi = {10.1103/PhysRevD.105.063017},
}

@article{dyer2022black,
title={Black-box Bayesian inference for economic agent-based models},
author={Dyer, Joel and Cannon, Patrick and Farmer, J Doyne and Schmon, Sebastian},
journal={arXiv preprint arXiv:2202.00625},
year={2022}
year={2022},
doi = {10.48550/arXiv.2202.00625}
}

@article{cannon2022investigating,
Expand Down Expand Up @@ -900,7 +918,7 @@ @inproceedings{muratore2022neural
booktitle={Conference on Robot Learning},
pages={1532--1542},
year={2022},
organization={PMLR}
organization={PMLR},
}

@article{rossler2023skewed,
Expand All @@ -911,7 +929,8 @@ @article{rossler2023skewed
number={8},
pages={230063},
year={2023},
publisher={The Royal Society}
publisher={The Royal Society},
doi = {10.1098/rsob.230063},
}

@inproceedings{gloeckler2023adversarial,
Expand All @@ -920,7 +939,8 @@ @inproceedings{gloeckler2023adversarial
booktitle={International Conference on Machine Learning},
pages={11493--11524},
year={2023},
organization={PMLR}
organization={PMLR},
doi = {10.48550/arVix.2305.14984}
}

@inproceedings{
Expand All @@ -929,13 +949,15 @@ @inproceedings{
author={Joel Dyer and Patrick Cannon and J. Doyne Farmer and Sebastian M Schmon},
booktitle={ICML 2022 Workshop AI for Agent-Based Modelling},
year={2022},
doi = {10.48550/arXiv.2206.07570}
}

@article{wiqvist2021sequential,
title={Sequential neural posterior and likelihood approximation},
author={Wiqvist, Samuel and Frellsen, Jes and Picchini, Umberto},
journal={arXiv preprint arXiv:2102.06522},
year={2021}
year={2021},
doi = {10.48550/arXiv.2102.06522},
}

@article{jin2023bayesian,
Expand All @@ -957,7 +979,8 @@ @article{spurio2023bayesian
number={1},
pages={710--722},
year={2023},
publisher={Oxford University Press}
publisher={Oxford University Press},
doi = {10.1093/rasti/rzad051},
}

@article{boelts2023simulation,
Expand All @@ -976,15 +999,17 @@ @article{dirmeier2023simulation
title={Simulation-based inference using surjective sequential neural likelihood estimation},
author={Dirmeier, Simon and Albert, Carlo and Perez-Cruz, Fernando},
journal={arXiv preprint},
year={2023}
year={2023},
doi = {10.48550/arXiv.2308.01054}
}

@article{linhart2024c2st,
title={L-c2st: Local diagnostics for posterior approximations in simulation-based inference},
author={Linhart, Julia and Gramfort, Alexandre and Rodrigues, Pedro},
journal={Advances in Neural Information Processing Systems},
volume={36},
year={2024}
year={2024},
doi = {10.48550/arXiv.2306.03580},
}

@inproceedings{lemos2023sampling,
Expand All @@ -993,28 +1018,32 @@ @inproceedings{lemos2023sampling
booktitle={International Conference on Machine Learning},
pages={19256--19273},
year={2023},
organization={PMLR}
organization={PMLR},
doi = {10.48550/arXiv.2302.03026},
}

@inproceedings{song2021scorebased,
title={Score-Based Generative Modeling through Stochastic Differential Equations},
author={Yang Song and Jascha Sohl-Dickstein and Diederik P Kingma and Abhishek Kumar and Stefano Ermon and Ben Poole},
booktitle={International Conference on Learning Representations},
year={2021},
doi = {10.48550/arXiv.2011.13456},
}

@inproceedings{gloeckler2024allinone,
title={All-in-one simulation-based inference},
author={Manuel Gloeckler and Michael Deistler and Christian Dietrich Weilbach and Frank Wood and Jakob H. Macke},
booktitle={Forty-first International Conference on Machine Learning},
year={2024},
doi = {10.48550/arXiv.2404.09636}
}

@inproceedings{lipman2023flow,
title={Flow Matching for Generative Modeling},
author={Yaron Lipman and Ricky T. Q. Chen and Heli Ben-Hamu and Maximilian Nickel and Matthew Le},
booktitle={The Eleventh International Conference on Learning Representations },
year={2023},
doi = {10.48550/arXiv.2210.02747},
}

@article{Klinger2018,
Expand Down Expand Up @@ -1053,7 +1082,7 @@ @misc{sbijax
}

@article{rozet_2021_lampe,
title={LAMPE: Likelihoodfree Amortized Posterior Estimation},
title={LAMPE: Likelihood-free Amortized Posterior Estimation},
author={Rozet, Fran{\c{c}}ois and Delaunoy, Arnaud and Miller, Benjamin and others},
journal={Statistical Software},
year={2021}
Expand Down Expand Up @@ -1104,7 +1133,8 @@ @article{bernaerts2023combined
journal={bioRxiv},
pages={2023--03},
year={2023},
publisher={Cold Spring Harbor Laboratory}
publisher={Cold Spring Harbor Laboratory},
doi = {10.1101/2023.03.02.530774}
}

@misc{wang2024comprehensive,
Expand Down

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