SkipCat: Rank-Maximized Low-Rank Compression of Large Language Models via Shared Projection and Block Skipping.

arXiv:2512.13494v2 Announce Type: replace-cross Abstract: Large language models (LLM) have achieved remarkable performance across a wide range of tasks. However, their substantial parameter sizes pose significant challenges for deployment on edge devices with