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sbi-benchmark / sbibm

Simulation-based inference benchmark
https://sbi-benchmark.github.io
MIT License
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sbi for 1/2-dim marginals? #49

Open h3jia opened 1 year ago

h3jia commented 1 year ago

Hello, do you have plan to re-run the benchmark for all the 1/2-dim marginals of the tasks, at least for (S)NLE and (S)NPE?

There are some works on 1/2-dim marginal-only sbi, e.g. https://arxiv.org/abs/2107.01214. However, in Fig 1 they are comparing their method trained on marginals vs other methods trained on full distributions, which is not really an apple-to-apple comparison. It'd be useful if you could also provide the baseline for marginal-only sbi. Thanks.

jan-matthis commented 1 year ago

Hello, thank you for your interest! This isn't currently planned; due to lack of time on my end. I'd very gladly accept PRs and give advice.

bkmi commented 1 year ago

@h3jia this is doable in principle using the package available at https://github.com/bkmi/tmnre

It would require writing a function which applies those methods to the marginals though.