Need state of art architecture hints to map sequences of tensors to few classes (Sequential - many to one)

Can someone give a starting point to state of art sequence (many to one) model architectures?

Check out…
https://forums.fast.ai/t/time-series-sequential-data-study-group/29686

ROCKET is the new kid on the block for classifying time series.

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Looks good, thanks.