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Tianyu Jia

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Book Open access Aug 2026

MVP: A Mobile 3D-Stacked VLM Accelerator for Efficient Video Understanding by Leveraging Dynamic Sparse Attention Patterns

MVP, a 3D-stacked VLM accelerator featuring context-aware sparse attention (CASA) and online workload-aware hybrid parallelism scheduling, is introduced, which prunes redundant attention computation FLOPS and adaptively balances computation across hybrid bonding (HB) based many-core NoC architecture.

Yifan Ding, Qianxu Wang, Dunshan Yu et al. · 0 citations

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