A Simple and Effective $L_2$ Norm-Based Strategy for KV Cache Compression
Fuente:
arXiv
Saved in:
| Main Authors: | Devoto, Alessio, Zhao, Yu, Scardapane, Simone, Minervini, Pasquale |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Q-Filters: Leveraging QK Geometry for Efficient KV Cache Compression
by: Godey, Nathan, et al.
Published: (2025)
by: Godey, Nathan, et al.
Published: (2025)
Expected Attention: KV Cache Compression by Estimating Attention from Future Queries Distribution
by: Devoto, Alessio, et al.
Published: (2025)
by: Devoto, Alessio, et al.
Published: (2025)
Adaptive Layer Selection for Efficient Vision Transformer Fine-Tuning
by: Devoto, Alessio, et al.
Published: (2024)
by: Devoto, Alessio, et al.
Published: (2024)
Attention Sinks in Diffusion Language Models
by: Rulli, Maximo Eduardo, et al.
Published: (2025)
by: Rulli, Maximo Eduardo, et al.
Published: (2025)
Lossless KV Cache Compression to 2%
by: Yang, Zhen, et al.
Published: (2024)
by: Yang, Zhen, et al.
Published: (2024)
DeltaKV: Residual-Based KV Cache Compression via Long-Range Similarity
by: Hao, Jitai, et al.
Published: (2026)
by: Hao, Jitai, et al.
Published: (2026)
Conditional computation in neural networks: principles and research trends
by: Scardapane, Simone, et al.
Published: (2024)
by: Scardapane, Simone, et al.
Published: (2024)
R-KV: Redundancy-aware KV Cache Compression for Reasoning Models
by: Cai, Zefan, et al.
Published: (2025)
by: Cai, Zefan, et al.
Published: (2025)
KVReviver: Reversible KV Cache Compression with Sketch-Based Token Reconstruction
by: Yuan, Aomufei, et al.
Published: (2025)
by: Yuan, Aomufei, et al.
Published: (2025)
PyramidKV: Dynamic KV Cache Compression based on Pyramidal Information Funneling
by: Cai, Zefan, et al.
Published: (2024)
by: Cai, Zefan, et al.
Published: (2024)
KVSculpt: KV Cache Compression as Distillation
by: Jiang, Bo, et al.
Published: (2026)
by: Jiang, Bo, et al.
Published: (2026)
OjaKV: Context-Aware Online Low-Rank KV Cache Compression
by: Zhu, Yuxuan, et al.
Published: (2025)
by: Zhu, Yuxuan, et al.
Published: (2025)
HeteroCache: A Dynamic Retrieval Approach to Heterogeneous KV Cache Compression for Long-Context LLM Inference
by: Shi, Zhiyuan, et al.
Published: (2026)
by: Shi, Zhiyuan, et al.
Published: (2026)
CommVQ: Commutative Vector Quantization for KV Cache Compression
by: Li, Junyan, et al.
Published: (2025)
by: Li, Junyan, et al.
Published: (2025)
Hold Onto That Thought: Assessing KV Cache Compression On Reasoning
by: Liu, Minghui, et al.
Published: (2025)
by: Liu, Minghui, et al.
Published: (2025)
Can LLMs Correct Physicians, Yet? Investigating Effective Interaction Methods in the Medical Domain
by: Sayin, Burcu, et al.
Published: (2024)
by: Sayin, Burcu, et al.
Published: (2024)
Time and Memory Trade-off of KV-Cache Compression in Tensor Transformer Decoding
by: Chen, Yifang, et al.
Published: (2025)
by: Chen, Yifang, et al.
Published: (2025)
Quantization Dominates Rank Reduction for KV-Cache Compression
by: Salfati, Samuel
Published: (2026)
by: Salfati, Samuel
Published: (2026)
MiniCache: KV Cache Compression in Depth Dimension for Large Language Models
by: Liu, Akide, et al.
Published: (2024)
by: Liu, Akide, et al.
Published: (2024)
SurfaceLogicKV: Surface and Logic Attention Behaviors are All You Need for Robust KV Cache Compression
by: Li, Mengjie, et al.
Published: (2025)
by: Li, Mengjie, et al.
Published: (2025)
Evaluating and Safeguarding the Adversarial Robustness of Retrieval-Based In-Context Learning
by: Yu, Simon, et al.
Published: (2024)
by: Yu, Simon, et al.
Published: (2024)
Not All Heads Matter: A Head-Level KV Cache Compression Method with Integrated Retrieval and Reasoning
by: Fu, Yu, et al.
Published: (2024)
by: Fu, Yu, et al.
Published: (2024)
Compactor: Calibrated Query-Agnostic KV Cache Compression with Approximate Leverage Scores
by: Chari, Vivek, et al.
Published: (2025)
by: Chari, Vivek, et al.
Published: (2025)
KeepKV: Achieving Periodic Lossless KV Cache Compression for Efficient LLM Inference
by: Tian, Yuxuan, et al.
Published: (2025)
by: Tian, Yuxuan, et al.
Published: (2025)
ManifoldKV: Training-Free KV Cache Compression via Euclidean Outlier Detection
by: Datta, Debajyoti, et al.
Published: (2026)
by: Datta, Debajyoti, et al.
Published: (2026)
LoRC: Low-Rank Compression for LLMs KV Cache with a Progressive Compression Strategy
by: Zhang, Rongzhi, et al.
Published: (2024)
by: Zhang, Rongzhi, et al.
Published: (2024)
HCAttention: Extreme KV Cache Compression via Heterogeneous Attention Computing for LLMs
by: Yang, Dongquan, et al.
Published: (2025)
by: Yang, Dongquan, et al.
Published: (2025)
Semantic Integrity Matters: Benchmarking and Preserving High-Density Reasoning in KV Cache Compression
by: Liu, Xiang, et al.
Published: (2025)
by: Liu, Xiang, et al.
Published: (2025)
ZSMerge: Zero-Shot KV Cache Compression for Memory-Efficient Long-Context LLMs
by: Liu, Xin, et al.
Published: (2025)
by: Liu, Xin, et al.
Published: (2025)
More Than a Quick Glance: Overcoming the Greedy Bias in KV-Cache Compression
by: Sood, Aryan, et al.
Published: (2026)
by: Sood, Aryan, et al.
Published: (2026)
Towards Threshold-Free KV Cache Pruning
by: Ni, Xuanfan, et al.
Published: (2025)
by: Ni, Xuanfan, et al.
Published: (2025)
GEAR: An Efficient KV Cache Compression Recipe for Near-Lossless Generative Inference of LLM
by: Kang, Hao, et al.
Published: (2024)
by: Kang, Hao, et al.
Published: (2024)
Eigen Attention: Attention in Low-Rank Space for KV Cache Compression
by: Saxena, Utkarsh, et al.
Published: (2024)
by: Saxena, Utkarsh, et al.
Published: (2024)
KVShare: An LLM Service System with Efficient and Effective Multi-Tenant KV Cache Reuse
by: Yang, Huan, et al.
Published: (2025)
by: Yang, Huan, et al.
Published: (2025)
G-KV: Decoding-Time KV Cache Eviction with Global Attention
by: Liao, Mengqi, et al.
Published: (2025)
by: Liao, Mengqi, et al.
Published: (2025)
FreeKV: Boosting KV Cache Retrieval for Efficient LLM Inference
by: Liu, Guangda, et al.
Published: (2025)
by: Liu, Guangda, et al.
Published: (2025)
KV Cache Steering for Controlling Frozen LLMs
by: Belitsky, Max, et al.
Published: (2025)
by: Belitsky, Max, et al.
Published: (2025)
EliteKV: Scalable KV Cache Compression via RoPE Frequency Selection and Joint Low-Rank Projection
by: Zhou, Yuhao, et al.
Published: (2025)
by: Zhou, Yuhao, et al.
Published: (2025)
GoldFinch: High Performance RWKV/Transformer Hybrid with Linear Pre-Fill and Extreme KV-Cache Compression
by: Goldstein, Daniel, et al.
Published: (2024)
by: Goldstein, Daniel, et al.
Published: (2024)
DepthKV: Layer-Dependent KV Cache Pruning for Long-Context LLM Inference
by: Dehghanighobadi, Zahra, et al.
Published: (2026)
by: Dehghanighobadi, Zahra, et al.
Published: (2026)
Similar Items
-
Q-Filters: Leveraging QK Geometry for Efficient KV Cache Compression
by: Godey, Nathan, et al.
Published: (2025) -
Expected Attention: KV Cache Compression by Estimating Attention from Future Queries Distribution
by: Devoto, Alessio, et al.
Published: (2025) -
Adaptive Layer Selection for Efficient Vision Transformer Fine-Tuning
by: Devoto, Alessio, et al.
Published: (2024) -
Attention Sinks in Diffusion Language Models
by: Rulli, Maximo Eduardo, et al.
Published: (2025) -
Lossless KV Cache Compression to 2%
by: Yang, Zhen, et al.
Published: (2024)