Author

Qinyu Zhao

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Preprint Aug 2026

ParVL: Parallel Scaling and Expandable Compute Allocation for Multimodal LLMs

Existing scaling strategies for Multimodal Large Language Models (MLLMs) typically expand either model parameters or sequential inference computation, incurring substantial memory or latency overhead. More importantly, most existing methods fail to alter the rigid, fixed computation allocation between the Vision Transf...

Yang Yang, Qinyu Zhao, Mou-Xiang Chen et al. · 0 citations