Zhang, Yaolin, and Pengrong Huang. “Efficient Deployment of Multimodal LargeModels: A Surveyon Technical Innovations, Industrial Applications, and Challenges of Heterogeneous MoE Architecture, Low-Bit Quantization, and Cloud-Edge-End Collaboration (2024-2026)”. Silence 1, no. 1 (February 16, 2026): 13–39. Accessed September 18, 2026. https://journals.panorama-sg.com/Silence/article/view/232.