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MiX: Micro-Inverted-Scaling for End-to-End Low-Bit Vision-Language Model Acceleration

Liao, Yuan et al.
arXiv (All) · Papers
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computer-vision-and-pattern-recognitionhardware-architecture
The deployment of Vision-Language Models (VLMs) on edge devices is severely bottlenecked by memory bandwidth, necessitating aggressive sub-8-bit quantization. Since edge accelerators are strictly constrained by area and power, they require end-to-end quantized models. However, the extreme dynamic ra
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