SurfaceLogicKV: Surface and Logic Attention Behaviors are All You Need for Robust KV Cache Compression
Fuente:
arXiv
Saved in:
| Main Authors: | Li, Mengjie, Song, William J. |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Attention Is All You Need for KV Cache in Diffusion LLMs
by: Nguyen-Tri, Quan, et al.
Published: (2025)
by: Nguyen-Tri, Quan, et al.
Published: (2025)
R-KV: Redundancy-aware KV Cache Compression for Reasoning Models
by: Cai, Zefan, et al.
Published: (2025)
by: Cai, Zefan, et al.
Published: (2025)
Lossless KV Cache Compression to 2%
by: Yang, Zhen, et al.
Published: (2024)
by: Yang, Zhen, et al.
Published: (2024)
PyramidKV: Dynamic KV Cache Compression based on Pyramidal Information Funneling
by: Cai, Zefan, et al.
Published: (2024)
by: Cai, Zefan, et al.
Published: (2024)
G-KV: Decoding-Time KV Cache Eviction with Global Attention
by: Liao, Mengqi, et al.
Published: (2025)
by: Liao, Mengqi, et al.
Published: (2025)
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)
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)
DeltaKV: Residual-Based KV Cache Compression via Long-Range Similarity
by: Hao, Jitai, et al.
Published: (2026)
by: Hao, Jitai, et al.
Published: (2026)
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)
CommVQ: Commutative Vector Quantization for KV Cache Compression
by: Li, Junyan, et al.
Published: (2025)
by: Li, Junyan, 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)
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)
Hold Onto That Thought: Assessing KV Cache Compression On Reasoning
by: Liu, Minghui, et al.
Published: (2025)
by: Liu, Minghui, 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)
AhaKV: Adaptive Holistic Attention-Driven KV Cache Eviction for Efficient Inference of Large Language Models
by: Gu, Yifeng, et al.
Published: (2025)
by: Gu, Yifeng, et al.
Published: (2025)
One Size Does Not Fit All: Token-Wise Adaptive Compression for KV Cache
by: Lu, Liming, et al.
Published: (2026)
by: Lu, Liming, et al.
Published: (2026)
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)
Quantization Dominates Rank Reduction for KV-Cache Compression
by: Salfati, Samuel
Published: (2026)
by: Salfati, Samuel
Published: (2026)
KVReviver: Reversible KV Cache Compression with Sketch-Based Token Reconstruction
by: Yuan, Aomufei, et al.
Published: (2025)
by: Yuan, Aomufei, et al.
Published: (2025)
Q-Filters: Leveraging QK Geometry for Efficient KV Cache Compression
by: Godey, Nathan, et al.
Published: (2025)
by: Godey, Nathan, et al.
Published: (2025)
Beyond KV Caching: Shared Attention for Efficient LLMs
by: Liao, Bingli, et al.
Published: (2024)
by: Liao, Bingli, 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)
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)
FreeKV: Boosting KV Cache Retrieval for Efficient LLM Inference
by: Liu, Guangda, et al.
Published: (2025)
by: Liu, Guangda, 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)
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)
Towards Threshold-Free KV Cache Pruning
by: Ni, Xuanfan, et al.
Published: (2025)
by: Ni, Xuanfan, et al.
Published: (2025)
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)
KV Cache Steering for Controlling Frozen LLMs
by: Belitsky, Max, et al.
Published: (2025)
by: Belitsky, Max, 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)
Ada-KV: Optimizing KV Cache Eviction by Adaptive Budget Allocation for Efficient LLM Inference
by: Feng, Yuan, et al.
Published: (2024)
by: Feng, Yuan, et al.
Published: (2024)
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)
A Simple and Effective $L_2$ Norm-Based Strategy for KV Cache Compression
by: Devoto, Alessio, et al.
Published: (2024)
by: Devoto, Alessio, et al.
Published: (2024)
SWAN: Sparse Winnowed Attention for Reduced Inference Memory via Decompression-Free KV-Cache Compression
by: S, Santhosh G, et al.
Published: (2025)
by: S, Santhosh G, et al.
Published: (2025)
RotateKV: Accurate and Robust 2-Bit KV Cache Quantization for LLMs via Outlier-Aware Adaptive Rotations
by: Su, Zunhai, et al.
Published: (2025)
by: Su, Zunhai, 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)
HySparse: A Hybrid Sparse Attention Architecture with Oracle Token Selection and KV Cache Sharing
by: Gao, Yizhao, et al.
Published: (2026)
by: Gao, Yizhao, et al.
Published: (2026)
Similar Items
-
Attention Is All You Need for KV Cache in Diffusion LLMs
by: Nguyen-Tri, Quan, et al.
Published: (2025) -
R-KV: Redundancy-aware KV Cache Compression for Reasoning Models
by: Cai, Zefan, et al.
Published: (2025) -
Lossless KV Cache Compression to 2%
by: Yang, Zhen, et al.
Published: (2024) -
PyramidKV: Dynamic KV Cache Compression based on Pyramidal Information Funneling
by: Cai, Zefan, et al.
Published: (2024) -
G-KV: Decoding-Time KV Cache Eviction with Global Attention
by: Liao, Mengqi, et al.
Published: (2025)