"layer pruning" Papers

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ALTER: All-in-One Layer Pruning and Temporal Expert Routing for Efficient Diffusion Generation

Xiaomeng Yang, LEI LU, Qihui Fan et al.

NEURIPS 2025oralarXiv:2505.21817
1
citations

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

Yantai Yang, Yuhao Wang, Zichen Wen et al.

NEURIPS 2025oralarXiv:2506.10100
34
citations

Streamlining Redundant Layers to Compress Large Language Models

Xiaodong Chen, Yuxuan Hu, Jing Zhang et al.

ICLR 2025arXiv:2403.19135
19
citations

The Unreasonable Ineffectiveness of the Deeper Layers

Andrey Gromov, Kushal Tirumala, Hassan Shapourian et al.

ICLR 2025arXiv:2403.17887
172
citations

LayerMerge: Neural Network Depth Compression through Layer Pruning and Merging

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

ICML 2024arXiv:2406.12837
5
citations