Cloud-Device Collaborative Learning for Multimodal Large Language Models

no code implementations • 26 Dec 2023 • Guanqun Wang, Jiaming Liu, Chenxuan Li, Junpeng Ma, Yuan Zhang, Xinyu Wei, Kevin Zhang, Maurice Chong, Ray Zhang, Yijiang Liu, Shanghang Zhang

However, the deployment of these large-scale MLLMs on client devices is hindered by their extensive model parameters, leading to a notable decline in generalization capabilities when these models are compressed for device deployment.

Device-Cloud Collaboration Knowledge Distillation +1