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Bridging the gap between pretrained time series models and reliable deployment could redefine how we approach time series analysis in diverse applications.
Forget probing transformer block outputs – the *real* OOD performance gains in ViTs come from selectively probing feedforward network activations or self-attention outputs depending on the severity of the distribution shift.
