"layer pruning" Papers

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EfficientVLA: Training-Free Acceleration and Compression for Vision-Language-Action Models

Yantai Yang, Yuhao Wang, Zichen Wen et al.

NeurIPS 2025oralarXiv:2506.10100
31
citations

The Unreasonable Ineffectiveness of the Deeper Layers

Andrey Gromov, Kushal Tirumala, Hassan Shapourian et al.

ICLR 2025posterarXiv:2403.17887
160
citations

LayerMerge: Neural Network Depth Compression through Layer Pruning and Merging

Jinuk Kim, Marwa El Halabi, Mingi Ji et al.

ICML 2024poster