API change
- We have moved `sbi` to an new github organization: `https://github.com/sbi-dev/sbi`
- We have changed the website of the `sbi` docs: `https://sbi-dev.github.io/sbi/`.
- `sbi.analysis.pairplot`: `upper` was replaced by `offdiag` and will be deprecated in a future release.
Features and enhancements
- size-invariant embedding nets for amortized inference with iid-data (janfb, 808)
- option for new using MAF with rational quadratic splines (thanks to ImahnShekhzadeh, 819)
- improved docstring for `process_prior` (thanks to musoke, 813)
- extended tutorial for SBI with iid data (janfb, 857)
- new tutorial for SBI with experimental conditions and mixed data (janfb, 829)
- New options for `pairplot`:
- `upper` is now called `offdiag` to match other kwargs.
- alternating colors for `samples` and `points`
- option to add a `legend` and pass `kwargs` for the legend.
Bug fixes
- fixed memory leak in in `append_simulations` (thanks to VictorSven, 803)
- bug fix for CNRE (thanks to bkmi, 815)
- bug fix for iid-inference with posterior ensembles (janfb, 826)
- bug fix for simulation-based calibration with VI posteriors (janfb, 834, 838)
- bug fix for BoxUniform device handling (janfb, 854, 856)
- bug fix for MAP estimates with independent priors (janfb, 867)
- bug fix for tutorial on SBC (michaeldeistler, 891)
- fix spurious seeding for `simulate_for_sbi` (jan-matthis, 876)
- bump python version of github action tests to `3.9.13` (michaeldeistler, 888, 900)