LQA: A Lightweight Quantized-Adaptive Framework for Vision-Language Models on the Edge

Xin Wang, Hong Jia, Hualin Zhou +4

Deploying Vision-Language Models (VLMs) on edge devices is challenged by resource constraints and performance degradation under distribution shifts. While test-time adaptation (TTA…