In a recent preprint (https://arxiv.org/abs/2012.10903) we explored using Hyvärinen’s score matching for fitting energy based models with an exponential family structure, in a likelihood-free inference setting. That also resulted in useful summary statistics for subsequent ABC step.
Also, score matching can be speed using a sliced version as well (https://arxiv.org/abs/1905.07088)

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