Eigen Attention: Attention in Low-Rank Space for KV Cache Compression

Eigen Attention: Attention in Low-Rank Space for KV Cache Compression

10 August 2024

Sakshi Choudhary

Kaushik Roy

Papers citing "Eigen Attention: Attention in Low-Rank Space for KV Cache Compression"

8 / 8 papers shown

Title
Dialogue Without Limits: Constant-Sized KV Caches for Extended Responses in LLMs Ravi Ghadia Avinash Kumar Gaurav Jain Prashant J. Nair Poulami Das 38 1 0 02 Mar 2025
SVDq: 1.25-bit and 410x Key Cache Compression for LLM Attention Hong Yankun Li Xing Zhen Hui-Ling Yu Xianzhi Liu Wulong Yuan Mingxuan MQ 78 0 0 24 Feb 2025
MPCache: MPC-Friendly KV Cache Eviction for Efficient Private Large Language Model Inference Wenxuan Zeng Ye Dong Jinjin Zhou Junming Ma Jin Tan Runsheng Wang Meng Li 49 0 0 12 Jan 2025
Tensor Product Attention Is All You Need Yifan Zhang Yifeng Liu Huizhuo Yuan Zhen Qin Yang Yuan Q. Gu Andrew Chi-Chih Yao 77 9 0 11 Jan 2025
ShadowKV: KV Cache in Shadows for High-Throughput Long-Context LLM Inference Hanshi Sun Li-Wen Chang Wenlei Bao Size Zheng Ningxin Zheng Xin Liu Harry Dong Yuejie Chi Beidi Chen VLM 88 16 0 28 Oct 2024
MatryoshkaKV: Adaptive KV Compression via Trainable Orthogonal Projection Bokai Lin Zihao Zeng Zipeng Xiao Siqi Kou Tianqi Hou Xiaofeng Gao Hao Zhang Zhijie Deng 16 2 0 16 Oct 2024
ThinK: Thinner Key Cache by Query-Driven Pruning Yuhui Xu Zhanming Jie Hanze Dong Lei Wang Xudong Lu Aojun Zhou Amrita Saha Caiming Xiong Doyen Sahoo 67 14 0 30 Jul 2024
Train Short, Test Long: Attention with Linear Biases Enables Input Length Extrapolation Ofir Press Noah A. Smith M. Lewis 245 695 0 27 Aug 2021