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Michael Dossis

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Open access Oct 2026

Hardware-Assisted Dynamic Quantization for Low-Power DNN Inference on Edge FPGAs

A hardware-assisted dynamic quantization control framework leveraging a Hardware/Software Co-Design approach, capable of dynamic precision scaling across a wide spectrum from 16-bit down to 2-bit, and providing an autonomous, low-overhead supervisory control mechanism for adaptive edge inference.

Marina Papadopoulou, Michael Dossis · 0 citations

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