scale-aware

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#scale-aware

Scale-Aware Pretraining of Time Series Foundation Models via Multi-Patch Token Alignment and Hybrid Masking

arXiv cs.LG · 2026-08-21 Cached

This paper introduces SATS, a novel pretraining method for time series foundation models that uses scale-aware token alignment and hybrid masking to achieve state-of-the-art forecasting performance with enhanced efficiency across heterogeneous datasets.

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#scale-aware

@andrew_n_carr: The term "markerless" gets thrown around a lot in motion capture. What does it mean? Well...surprise! There are still m…

X AI KOLs Timeline · 2026-05-15 Cached

Explains that 'markerless' motion capture still uses markers but estimates them via webcam instead of expensive equipment, enabling multi-person, scale-aware capture.

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