Joined March 2022
16 Photos and videos
From hackathon to release: sbi v0.25 is here! ๐ŸŽ‰ What happens when dozens of SBI researchers and practitioners collaborate for a week? New inference methods, new documentation, new embedding networks, a bridge to pyro and a bridge between flow matching and score-based methods ๐Ÿคฏ
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Two more highlights: Your sbi-trained NLE can now be wrapped into a Pyro model object for flexible hierarchical inference. And based on your feedback, we added to(device) for priors and posteriorsโ€”switching between CPU and GPU is now even easier! 6/7
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This release brought together 14 first-time contributors with our core team. A big shout out to the community and everyone contributing to this release ๐Ÿ™ ๐Ÿ™Œ ๐Ÿ“ฆ (uv) pip install sbi --upgrade ๐Ÿ’ป Join us: github.com/sbi-dev/sbi Full Changelog: github.com/sbi-dev/sbi/...
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sbi 0.24.0 is out! ๐ŸŽ‰ This comes with important new features: - ๐ŸŽฏ Score-based i.i.d sampling - ๐Ÿ”€ Simultaneous estimation of multiple discrete and continuous parameters or data. - ๐Ÿ“Š: mini-sbibm for quick benchmarking Just in time for our 1-week SBI hackathon starting tomorrow!
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๐Ÿ™ Please help us improve the SBI toolbox! ๐Ÿ™ In preparation for the SBI Hackathon, weโ€™re running a user study to learn what we can improve and how we can grow. ๐Ÿ‘‰ Please share your thoughts here: forms.gle/foHK7myV2oaK1NU57 Your input will make a big differenceโ€”thank you! ๐Ÿ™Œ
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๐Ÿš€ Join the 4th SBI Hackathon! ๐Ÿš€ The last hackathon was a fantastic milestone in forming a collaborative open-source community around SBI. Be part of it this year as we build on that momentum! ๐Ÿ“… March 17โ€“21, 2025 ๐Ÿ“ Tรผbingen or remote ๐Ÿ‘‰ Details: github.com/sbi-dev/sbi/discuโ€ฆ ๐Ÿงต๐Ÿ‘‡
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What to expect: - Coding sessions to enhance the sbi toolbox - Research talks & lightning talks - Networking & idea exchange In-person attendance is encouraged but a remote option is available. Free to attend, but seats are limited. Beginners welcome! ๐Ÿค—
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๐ŸŽ‰ Just in time for the end of the year, weโ€™ve released a new version of sbi! ๐Ÿ“ฆ v0.23.3 comes with exciting features, bug fixes, and docs updates to make SBI smoother and more robust. Check it out! ๐Ÿ‘‡ ๐Ÿ”— Full changelog: github.com/sbi-dev/sbi/releaโ€ฆ
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โœจ Highlights in v0.23.3: - sbi is now available via @condaforge ๐Ÿ› ๏ธ - we now support MCMC sampling with multiple i.i.d. conditions ๐ŸŽฏ (this is for you, decision-making researchers) ๐Ÿ’ก Plus, improved docs here and there, clarified SNPE-A behavior, and a couple of bug fixes.
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๐Ÿ™Œ Huge thanks to our contributors for this release, including 5 first-time contributors! ๐ŸŒŸ Special shoutout to: emmanuel-ferdman, CompiledAtBirth, tvwenger, matthewfeickert, and manuel-morales-a ๐ŸŽ‰ Let us know what you think of the new version!
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We are launching an SBI Discord Server! ๐ŸŽ‰ We want to use this server to further build a community around SBI, i.e., for sharing insights, questions and events around SBI in general and the sbi package in particular. You are all invited to join! ๐Ÿค— github.com/sbi-dev/sbi/discuโ€ฆ
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The sbi package is growing into a community project ๐ŸŒŽ To reflect this and the algorithms, neural nets, and diagnostics that have been added since its initial release, we have written a new software paper. Reach out if you want to get involved: arxiv.org/abs/2411.17337
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For all steps of the inference process, the sbi toolbox supports strong defaults if needed, but also provides full flexibility if desired. For example, you can use a pre-configured training loop, or you can write it yourself.
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