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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Zhanyi Lian

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Open access Aug 2026

Lightweight Redesign of Long-Used Operators in Vision Backbones for Efficient Visual Recognition

This paper revisits long-used fundamental operators and proposes three operator-level redesigns: Subtractive Residual Connection, Learnable Gating Response Function (LGRF), and statistics-discrepancy-guided Dynamic Dual Normalization (DDN).

Zhan-Yi Lian, Kepeng Luo, Yunfeng Wang · 0 citations

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