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Temporal leakage with MaggotUBA

Predictions from MaggotUBA-based taggers exhibit temporal leakage, with slightly anticipated changes in behavior.

leakage

JBM's tagger also seems to anticipate, to a lesser extent.

As far as JBM's tagger generates the ground truth, probability peaks are properly located.

It is not clear yet whether this is a consequence of time windowing or of MaggotUBA's design. MaggotUBA as a self-supervised approach generates latent features that are suitable for predicting the continuous behavior in the immediate future.