A unified approximation framework for the log-likelihood ratio on polynomial/logarithmic/fractional-power bases using moments up to order 3s adapts CUSUM/GRSh/SRP procedures to non-Gaussian change-point detection and is claimed to work on extremely heavy-tailed data where classical methods fail.
Kats, 2022.github.com/facebookresearch/Kats
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