Vincent-Daniel Yun
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126
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2026
Locality-Aware Redundancy Pruning for LLM Depth Compression
The paper proposes Locality-Aware Redundancy Pruning (LoRP), a training-free method that prunes LLM layers by exploiting localized inter-layer redundancy, leading to improved efficiency while maintaining performance.
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Papers
cs.LGcs.AIRecentMay 27, 2026
Locality-Aware Redundancy Pruning for LLM Depth Compression
Vincent-Daniel Yun, Youngrae Kim, Woosang Lim, YoungJin Heo +2 more
The paper proposes Locality-Aware Redundancy Pruning (LoRP), a training-free method that prunes LLM layers by exploiting localized inter-layer redundancy, leading to improved efficiency while maintain…
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