Score-based density estimators for SBI#1015

Merged

janfb merged 26 commits intomainfrom score_estimator

Aug 27, 2024

+3,765-202

Commits on Aug 27, 2024

Initial draft for Neural Posterior Score Estimation (NPSE)

rdgao
authored and
michaeldeistler
committed
Rename NSPE->NPSE and Geffner->iid_bridge
michaeldeistler
committed
new structure for potentials and posteriors
michaeldeistler
committed
add support for MLP denoiser with ada_ln conditioning

jsvetter
authored and
michaeldeistler
committed
fixup for log_prob() of score matching methods
michaeldeistler
committed
fixed tutorial link in README and wip for fmpe+npse tutorial

rdgao
authored and
michaeldeistler
committed
better argument handling for score nets

jsvetter
authored and
michaeldeistler
committed
finished NPSE tutorial, added calls to tut 16-implemented methods, and fixed some docstrings

rdgao
authored and
michaeldeistler
committed
small fixes, docstrings, import sorting.

janfb
authored and
michaeldeistler
committed
add ode sampling via zuko

janfb
authored and
michaeldeistler
committed
undo potential fix for iid sampling

janfb
authored and
michaeldeistler
committed
add errors for MAP and iid data, adapt tests

janfb
authored and
michaeldeistler
committed
Remove kernels; remove correctors; remove ddim predictor; rename some symbols
michaeldeistler
committed
remove file that did not contain tests
michaeldeistler
committed
fewer tests for npse
michaeldeistler
committed
C2ST tests pass by putting _converged back in
michaeldeistler
committed
Improve documentation and docstrings
michaeldeistler
committed
removing ddim functions

manuelgloeckler
authored and
michaeldeistler
committed
remove unreachable code

manuelgloeckler
authored and
michaeldeistler
committed
consistent default kwargs

manuelgloeckler
authored and
michaeldeistler
committed
Remove iid_bridge (to be left for a future PR)

manuelgloeckler
authored and
michaeldeistler
committed
Add options to docstring

manuelgloeckler
authored and
michaeldeistler
committed
consistent use of loss/log_prob in inference methods
gmoss13
committed
add reference for AdaMLP
gmoss13
committed
Add citation for AdaMLP
michaeldeistler
committed
docs: add fmpe to tutorials, fix docstrings
janfb
committed

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Score-based density estimators for SBI#1015

Commits on Aug 27, 2024

Initial draft for Neural Posterior Score Estimation (NPSE)

Rename NSPE->NPSE and Geffner->iid_bridge

new structure for potentials and posteriors

add support for MLP denoiser with ada_ln conditioning

fixup for `log_prob()` of score matching methods

fixed tutorial link in README and wip for fmpe+npse tutorial

better argument handling for score nets

finished NPSE tutorial, added calls to tut 16-implemented methods, and fixed some docstrings

small fixes, docstrings, import sorting.

add ode sampling via zuko

undo potential fix for iid sampling

add errors for MAP and iid data, adapt tests

Remove kernels; remove correctors; remove ddim predictor; rename some symbols

remove file that did not contain tests

fewer tests for npse

C2ST tests pass by putting _converged back in

Improve documentation and docstrings

removing ddim functions

remove unreachable code

consistent default kwargs

Remove iid_bridge (to be left for a future PR)

Add options to docstring

consistent use of loss/log_prob in inference methods

add reference for AdaMLP

Add citation for AdaMLP

docs: add fmpe to tutorials, fix docstrings