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FORGE: Forward-Only Test-Time Adaptation for Integer-Only Vision Models on Microcontrollers

This story is from 2026-09-03. It is preserved in the archive; the latest stories are on the live feed.

arXiv:2609.01683v1 Announce Type: new Abstract: Vision models deployed on microcontrollers (MCUs) are quantized to integer-only arithmetic and run in inference-only runtimes that do not carry the machinery backpropagation needs: the standard tool for adapting a model to the distribution shift (sens…

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  1. 2026-09-03 04:00 · arXiv cs.CV
    FORGE: Forward-Only Test-Time Adaptation for Integer-Only Vision Models on Microcontrollers

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