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Revisiting the Generic Transformer: Deconstructing a Strong Baseline for Time Series Foundation Models

A generic patch Transformer achieves state-of-the-art zero-shot time series forecasting via simple training, with scaling and data ablations isolating key performance drivers.

Yunshi Wen, Wesley M Gifford, Chandra Reddy, Lam Nguyen and 2 more

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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AI panel: 11 of 20 reviewers recommend it
lenient 4/5
medium 5/10
strict 2/5