1.
Zhang Y, Huang P. 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 [Internet]. 2026 Feb. 16 [cited 2026 Apr. 7];1(1):13-39. Available from: https://test.journals.panorama-sg.com/index.php/Silence/article/view/232