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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Shuo Zhang

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Preprint Sep 2026

Shallow to Deep: Aligning Token Pruning with Stage-wise Roles in LVLMs

STD is proposed, a hierarchical token pruning framework that adapts token selection mechanisms to the functional role of each network stage, and introduces a Stability-Adaptive Trigger in deep layers to execute pruning only during semantically stable phases.

Shuo Zhang, Jin-Tao Tong, Yi-Xiong Zou et al. · 0 citations

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