MSAO: Adaptive Modality Sparsity-Aware Offloading with Edge-Cloud Collaboration for Efficient Multimodal LLM Inference. - Zheming Yang; Qi Guo; Jun Wan; Jiarui Ruan; Yunqing Hu; Chang Zhao; Xiangyang Li (CoRR, 2026)