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Title: GitHub - sbi-dev/sbi: sbi is a Python package for simulation-based inference, designed to meet the needs of both researchers and practitioners. Whether you need fine-grained control or an easy-to-use interface, sbi has you covered.

Open Graph Title: GitHub - sbi-dev/sbi: sbi is a Python package for simulation-based inference, designed to meet the needs of both researchers and practitioners. Whether you need fine-grained control or an easy-to-use interface, sbi has you covered.

X Title: GitHub - sbi-dev/sbi: sbi is a Python package for simulation-based inference, designed to meet the needs of both researchers and practitioners. Whether you need fine-grained control or an easy-to-use interface, sbi has you covered.

Description: sbi is a Python package for simulation-based inference, designed to meet the needs of both researchers and practitioners. Whether you need fine-grained control or an easy-to-use interface, sbi has you covered. - sbi-dev/sbi

Open Graph Description: sbi is a Python package for simulation-based inference, designed to meet the needs of both researchers and practitioners. Whether you need fine-grained control or an easy-to-use interface, sbi has ...

X Description: sbi is a Python package for simulation-based inference, designed to meet the needs of both researchers and practitioners. Whether you need fine-grained control or an easy-to-use interface, sbi has ...

Opengraph URL: https://github.com/sbi-dev/sbi

X: @github

direct link

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Code of conduct	https://patch-diff.githubusercontent.com/sbi-dev/sbi
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Apache-2.0 license	https://patch-diff.githubusercontent.com/sbi-dev/sbi
	https://badge.fury.io/py/sbi
	https://github.com/conda-forge/sbi-feedstock
	https://sbi.readthedocs.io/en/latest/contributing.html
	https://github.com/sbi-dev/sbi/actions
	https://codecov.io/gh/sbi-dev/sbi
	https://github.com/sbi-dev/sbi/blob/master/LICENSE.txt
	https://doi.org/10.21105/joss.07754
	https://numfocus.org/sponsored-projects/affiliated-projects
	https://patch-diff.githubusercontent.com/sbi-dev/sbi#sbi-simulation-based-inference
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	https://patch-diff.githubusercontent.com/sbi-dev/sbi#key-features-of-sbi
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conda	https://docs.conda.io/en/latest/miniconda.html
	https://patch-diff.githubusercontent.com/sbi-dev/sbi#from-pypi
	https://patch-diff.githubusercontent.com/sbi-dev/sbi#from-conda-forge
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	https://patch-diff.githubusercontent.com/sbi-dev/sbi#testing-the-installation
	https://patch-diff.githubusercontent.com/sbi-dev/sbi#tutorials
Getting Started	https://sbi-dev.github.io/sbi/latest/tutorials/00_getting_started/
Codespace	https://docs.github.com/en/codespaces/overview
Deistler, M., Boelts, J., Steinbach, P., Moss, G., Moreau, T., Gloeckler, M., ... & Macke, J. H. (2025). Simulation-based inference: A practical guide. arXiv preprint arXiv:2508.12939.	https://arxiv.org/abs/2508.12939
	https://patch-diff.githubusercontent.com/sbi-dev/sbi#inference-algorithms
here	https://sbi-dev.github.io/sbi/latest/tutorials/16_implemented_methods/
	https://patch-diff.githubusercontent.com/sbi-dev/sbi#neural-posterior-estimation-amortized-npe-and-sequential-snpe
(S)NPE_A	https://sbi-dev.github.io/sbi/latest/reference/#sbi.inference.trainers.npe.npe_a.NPE_A
Fast ε-free Inference of Simulation Models with Bayesian Conditional Density Estimation	https://proceedings.neurips.cc/paper/2016/hash/6aca97005c68f1206823815f66102863-Abstract.html
(S)NPE_B	https://sbi-dev.github.io/sbi/latest/reference/#sbi.inference.trainers.npe.npe_b.NPE_B
Flexible statistical inference for mechanistic models of neural dynamics	https://arxiv.org/abs/1711.01861
(S)NPE_C	https://sbi-dev.github.io/sbi/latest/reference/#sbi.inference.trainers.npe.npe_c.NPE_C
Automatic Posterior Transformation for likelihood-free inference	https://arxiv.org/abs/1905.07488
Truncated proposals for scalable and hassle-free simulation-based inference	https://arxiv.org/abs/2210.04815
FMPE	https://sbi-dev.github.io/sbi/latest/reference/#sbi.inference.trainers.vfpe.fmpe.FMPE
Flow matching for scalable simulation-based inference	https://proceedings.neurips.cc/paper_files/paper/2023/hash/3663ae53ec078860bb0b9c6606e092a0-Abstract-Conference.html
NPSE	https://sbi-dev.github.io/sbi/latest/reference/#sbi.inference.trainers.vfpe.npse.NPSE
Compositional score modeling for simulation-based inference	https://proceedings.mlr.press/v202/geffner23a.html
	https://patch-diff.githubusercontent.com/sbi-dev/sbi#neural-likelihood-estimation-amortized-nle-and-sequential-snle
(S)NLE	https://sbi-dev.github.io/sbi/latest/reference/#sbi.inference.trainers.nle.nle_a.NLE_A
Sequential Neural Likelihood	https://arxiv.org/abs/1805.07226
	https://patch-diff.githubusercontent.com/sbi-dev/sbi#neural-ratio-estimation-amortized-nre-and-sequential-snre
(S)NRE_A	https://sbi-dev.github.io/sbi/latest/reference/#sbi.inference.trainers.nre.nre_a.NRE_A
Likelihood-free Inference with Amortized Approximate Likelihood Ratios	https://arxiv.org/abs/1903.04057
(S)NRE_B	https://sbi-dev.github.io/sbi/latest/reference/#sbi.inference.trainers.nre.nre_b.NRE_B
On Contrastive Learning for Likelihood-free Inference	https://arxiv.org/abs/2002.03712
(S)NRE_C	https://sbi-dev.github.io/sbi/latest/reference/#sbi.inference.trainers.nre.nre_c.NRE_C
Contrastive Neural Ratio Estimation	https://arxiv.org/abs/2210.06170
BNRE	https://sbi-dev.github.io/sbi/latest/reference/#sbi.inference.trainers.nre.bnre.BNRE
Towards Reliable Simulation-Based Inference with Balanced Neural Ratio Estimation	https://arxiv.org/abs/2208.13624
	https://patch-diff.githubusercontent.com/sbi-dev/sbi#neural-variational-inference-amortized-nvi-and-sequential-snvi
SNVI	https://sbi-dev.github.io/sbi/latest/reference/#sbi.inference.posteriors.vi_posterior
Variational methods for simulation-based inference	https://openreview.net/forum?id=kZ0UYdhqkNY
	https://patch-diff.githubusercontent.com/sbi-dev/sbi#mixed-neural-likelihood-estimation-mnle
MNLE	https://sbi-dev.github.io/sbi/latest/reference/#sbi.inference.trainers.nle.mnle.MNLE
Flexible and efficient simulation-based inference for models of decision-making	https://elifesciences.org/articles/77220
	https://patch-diff.githubusercontent.com/sbi-dev/sbi#feedback-and-contributions
Discussions	https://github.com/sbi-dev/sbi/discussions
contribute	https://sbi-dev.github.io/sbi/latest/contribute/
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	https://patch-diff.githubusercontent.com/sbi-dev/sbi#acknowledgments
delfi	https://github.com/mackelab/delfi
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	https://patch-diff.githubusercontent.com/sbi-dev/sbi#support
	https://patch-diff.githubusercontent.com/sbi-dev/sbi#license
Apache License Version 2.0 (Apache-2.0)	https://www.apache.org/licenses/LICENSE-2.0
	https://patch-diff.githubusercontent.com/sbi-dev/sbi#citation
updated JOSS paper	https://doi.org/10.21105/joss.07754
0.23.0	https://github.com/sbi-dev/sbi/releases/tag/v0.23.3
Zenodo	https://zenodo.org/records/15034786
sbi.readthedocs.io	https://sbi.readthedocs.io
machine-learning	https://patch-diff.githubusercontent.com/topics/machine-learning
pytorch	https://patch-diff.githubusercontent.com/topics/pytorch
parameter-estimation	https://patch-diff.githubusercontent.com/topics/parameter-estimation
bayesian-inference	https://patch-diff.githubusercontent.com/topics/bayesian-inference
likelihood-free-inference	https://patch-diff.githubusercontent.com/topics/likelihood-free-inference
simulation-based-inference	https://patch-diff.githubusercontent.com/topics/simulation-based-inference
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18 watching	https://patch-diff.githubusercontent.com/sbi-dev/sbi/watchers
224 forks	https://patch-diff.githubusercontent.com/sbi-dev/sbi/forks
Report repository	https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fsbi-dev%2Fsbi&report=sbi-dev+%28user%29
Releases 36	https://patch-diff.githubusercontent.com/sbi-dev/sbi/releases
v0.25.0 Latest Sep 5, 2025	https://patch-diff.githubusercontent.com/sbi-dev/sbi/releases/tag/v0.25.0
+ 35 releases	https://patch-diff.githubusercontent.com/sbi-dev/sbi/releases
Used by 192	https://patch-diff.githubusercontent.com/sbi-dev/sbi/network/dependents
+ 184	https://patch-diff.githubusercontent.com/sbi-dev/sbi/network/dependents
Contributors 88	https://patch-diff.githubusercontent.com/sbi-dev/sbi/graphs/contributors
	https://github.com/janfb
	https://github.com/michaeldeistler
	https://github.com/apps/github-actions
	https://github.com/jan-matthis
	https://github.com/psteinb
	https://github.com/famura
	https://github.com/manuelgloeckler
	https://github.com/alvorithm
	https://github.com/gmoss13
	https://github.com/abelaba
	https://github.com/ppjgoncalves
	https://github.com/tomMoral
	https://github.com/ADelau
	https://github.com/satwiksps
+ 74 contributors	https://patch-diff.githubusercontent.com/sbi-dev/sbi/graphs/contributors
Python 100.0%	https://patch-diff.githubusercontent.com/sbi-dev/sbi/search?l=python
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

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URLs of crawlers that visited me.