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Jul 11, 2024
[ICML24] LayerMerge
We propose LayerMerge, a novel depth compression method that selects which activation layers and convolution layers to remove, to achieve a desired inference speed-up while minimizing performance loss.
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Sep 11, 2023
[ICML23] Efficient CNN Depth Compression
We propose a subset selection problem that replaces inefficient activation layers with identity functions and optimally merges consecutive convolution operations into shallow equivalent convolution operations for efficient inference latency.