Quant-Trim in Practice: Improved Cross-Platform Low-Bit Deployment on Edge NPUs

Rayen Dhahri, Steffen Urban

Specialized edge accelerators rely on low-bit quantization, but vendor compilers differ in scaling, clipping, and kernel support, often as black boxes. The same floating-point (FP)…