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

Muhammad Rehan, Haider Ali, Muhammad Ali Munir +1

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:…