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Source arXiv Machine Learning export.arxiv.org Analyst
July 2, 2026 ai_technology research

Device Passport: Enabling Spatio-Temporal Pretrained Models to Generalize Across Input Layouts

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Summary

arXiv:2607.00249v1 Announce Type: new Abstract: New device layouts pose a challenging modeling problem due to the lack of large datasets for each specific layout. Biosignal foundation models offer a plausible solution if they are able to generalize to new layouts effectively. To improve cross-layout transfer, we study how different channel embedding techniques behave when pretraining layouts differ substantially from the downstream decoding layout. We propose Device Passport, a new channel embed

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