v0.4.4

Overview

• Included updated author list (AUTHOR file) and update LICENSE information
• Add torch conjugate gradient to dependencies (for forthcoming applications)
• Add list of Swyft publications and events to docs
• pytorch-lighthing 2.0 compatibility not fully established (pending until 2.0 has feature parity with 1.9)
• Add swyft.get_class_probs for extracting classification results from ratio estimators
• Add LogRatioEstimator_Gaussian, a Gaussian ratio estimator for arbitrary dimensions
• Deprecate LogRatioEstimator_1dim_Gaussian (worked only with 1dim features and 1dim parameters)
• Rewritten logratios aggregator in swyft.Module to be more resilient
• Add AuxLoss, which just enables to add arbitrary extra losses (e.g. related to regularisation) to the training object
• Enable Spectral embedding for parameters in LogRatioEstimator_Ndim for high fidelity posteriors
• Add LogRatioEstimator_Autoregressive, an autoregressive neural ratio estimator module

What's Changed

• Documentation updates (citations, changelog) by @cweniger in #125
• Update setup.cfg - pytorch-lightning <=1.9.5 by @cweniger in #126
• Merge dev branch by @cweniger in #128
• Updates AUTHORS and LICENSE files by @cweniger in #129
• remove ns by @NoemiAM in #131
• Release/v0.4.4 by @cweniger in #134

Full Changelog: v0.4.3...v0.4.4