AlignedKV: Reducing Memory Access of KV-Cache with Precision-Aligned Quantization
Fuente:
arXiv
Saved in:
| Main Authors: | Tan, Yifan, Wang, Haoze, Yan, Chao, Deng, Yangdong |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
xKV: Cross-Layer KV-Cache Compression via Aligned Singular Vector Extraction
by: Chang, Chi-Chih, et al.
Published: (2025)
by: Chang, Chi-Chih, et al.
Published: (2025)
TriAxialKV: Toward Extreme Low-Precision KV-Cache Quantization for Agentic Inference Tasks
by: Shen, Hanzhang, et al.
Published: (2026)
by: Shen, Hanzhang, et al.
Published: (2026)
RAP: KV-Cache Compression via RoPE-Aligned Pruning
by: Xin, Jihao, et al.
Published: (2026)
by: Xin, Jihao, et al.
Published: (2026)
AsymKV: Enabling 1-Bit Quantization of KV Cache with Layer-Wise Asymmetric Quantization Configurations
by: Tao, Qian, et al.
Published: (2024)
by: Tao, Qian, et al.
Published: (2024)
SQuat: Subspace-orthogonal KV Cache Quantization
by: Wang, Hao, et al.
Published: (2025)
by: Wang, Hao, et al.
Published: (2025)
FibQuant: Universal Vector Quantization for Random-Access KV-Cache Compression
by: Lee, Namyoon, et al.
Published: (2026)
by: Lee, Namyoon, et al.
Published: (2026)
Hurwitz Quaternion Multiplicative Quantization for KV Cache Compression
by: Swain, Kabir, et al.
Published: (2026)
by: Swain, Kabir, et al.
Published: (2026)
PolarQuant: Quantizing KV Caches with Polar Transformation
by: Han, Insu, et al.
Published: (2025)
by: Han, Insu, et al.
Published: (2025)
IsoQuant: Hardware-Aligned SO(4) Isoclinic Rotations for LLM KV Cache Compression
by: Ji, Zhongping
Published: (2026)
by: Ji, Zhongping
Published: (2026)
RetentiveKV: State-Space Memory for Uncertainty-Aware Multimodal KV Cache Eviction
by: Liu, Sihao, et al.
Published: (2026)
by: Liu, Sihao, et al.
Published: (2026)
PatternKV: Flattening KV Representation Expands Quantization Headroom
by: Zhang, Ji, et al.
Published: (2025)
by: Zhang, Ji, et al.
Published: (2025)
MixKVQ: Query-Aware Mixed-Precision KV Cache Quantization for Long-Context Reasoning
by: Zhang, Tao, et al.
Published: (2025)
by: Zhang, Tao, et al.
Published: (2025)
Quantization Dominates Rank Reduction for KV-Cache Compression
by: Salfati, Samuel
Published: (2026)
by: Salfati, Samuel
Published: (2026)
KV-CAR: KV Cache Compression using Autoencoders and KV Reuse in Large Language Models
by: Roy, Sourjya, et al.
Published: (2025)
by: Roy, Sourjya, et al.
Published: (2025)
Kitty: Accurate and Efficient 2-bit KV Cache Quantization with Dynamic Channel-wise Precision Boost
by: Xia, Haojun, et al.
Published: (2025)
by: Xia, Haojun, et al.
Published: (2025)
ZipCache: Accurate and Efficient KV Cache Quantization with Salient Token Identification
by: He, Yefei, et al.
Published: (2024)
by: He, Yefei, et al.
Published: (2024)
NQKV: A KV Cache Quantization Scheme Based on Normal Distribution Characteristics
by: Cai, Zhihang, et al.
Published: (2025)
by: Cai, Zhihang, et al.
Published: (2025)
KVLinC : KV Cache Quantization with Hadamard Rotation and Linear Correction
by: Saxena, Utkarsh, et al.
Published: (2025)
by: Saxena, Utkarsh, et al.
Published: (2025)
CONF-KV: Confidence-Aware KV Cache Eviction with Mixed-Precision Storage for Long-Horizon LLM
by: Li, Yubo, et al.
Published: (2026)
by: Li, Yubo, et al.
Published: (2026)
KVmix: Gradient-Based Layer Importance-Aware Mixed-Precision Quantization for KV Cache
by: Li, Fei, et al.
Published: (2025)
by: Li, Fei, et al.
Published: (2025)
CommonKV: Compressing KV Cache with Cross-layer Parameter Sharing
by: Wang, Yixuan, et al.
Published: (2025)
by: Wang, Yixuan, et al.
Published: (2025)
RateQuant: Optimal Mixed-Precision KV Cache Quantization via Rate-Distortion Theory
by: Zuo, Fei, et al.
Published: (2026)
by: Zuo, Fei, et al.
Published: (2026)
No Token Left Behind: Reliable KV Cache Compression via Importance-Aware Mixed Precision Quantization
by: Yang, June Yong, et al.
Published: (2024)
by: Yang, June Yong, et al.
Published: (2024)
QuantSpec: Self-Speculative Decoding with Hierarchical Quantized KV Cache
by: Tiwari, Rishabh, et al.
Published: (2025)
by: Tiwari, Rishabh, et al.
Published: (2025)
Cache What Lasts: Token Retention for Memory-Bounded KV Cache in LLMs
by: Bui, Ngoc, et al.
Published: (2025)
by: Bui, Ngoc, et al.
Published: (2025)
ThinKV: Thought-Adaptive KV Cache Compression for Efficient Reasoning Models
by: Ramachandran, Akshat, et al.
Published: (2025)
by: Ramachandran, Akshat, 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)
The Pitfalls of KV Cache Compression
by: Chen, Alex, et al.
Published: (2025)
by: Chen, Alex, et al.
Published: (2025)
LouisKV: Efficient KV Cache Retrieval for Long Input-Output Sequences
by: Wu, Wenbo, et al.
Published: (2025)
by: Wu, Wenbo, et al.
Published: (2025)
XQuant: Breaking the Memory Wall for LLM Inference with KV Cache Rematerialization
by: Tomar, Aditya, et al.
Published: (2025)
by: Tomar, Aditya, et al.
Published: (2025)
Training Transformers for KV Cache Compressibility
by: Gelberg, Yoav, et al.
Published: (2026)
by: Gelberg, Yoav, et al.
Published: (2026)
KV Packet: Recomputation-Free Context-Independent KV Caching for LLMs
by: Chen, Chuangtao, et al.
Published: (2026)
by: Chen, Chuangtao, et al.
Published: (2026)
CoKV: Optimizing KV Cache Allocation via Cooperative Game
by: Sun, Qiheng, et al.
Published: (2025)
by: Sun, Qiheng, et al.
Published: (2025)
MomentKV: Closing the Directional Gap in KV Cache Eviction for Long-Context Inference
by: Li, Yu, et al.
Published: (2026)
by: Li, Yu, et al.
Published: (2026)
Crystal-KV: Efficient KV Cache Management for Chain-of-Thought LLMs via Answer-First Principle
by: Wang, Zihan, et al.
Published: (2026)
by: Wang, Zihan, et al.
Published: (2026)
EvolKV: Evolutionary KV Cache Compression for LLM Inference
by: Yu, Bohan, et al.
Published: (2025)
by: Yu, Bohan, et al.
Published: (2025)
KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization
by: Hooper, Coleman, et al.
Published: (2024)
by: Hooper, Coleman, et al.
Published: (2024)
RDKV: Rate-Distortion Bit Allocation for Joint Eviction and Quantization of the KV Cache
by: Zhang, Junkai, et al.
Published: (2026)
by: Zhang, Junkai, et al.
Published: (2026)
Memory-Efficient Visual Autoregressive Modeling with Scale-Aware KV Cache Compression
by: Li, Kunjun, et al.
Published: (2025)
by: Li, Kunjun, et al.
Published: (2025)
XKV: Personalized KV Cache Memory Reduction for Long-Context LLM Inference
by: Li, Weizhuo, et al.
Published: (2024)
by: Li, Weizhuo, et al.
Published: (2024)
Similar Items
-
xKV: Cross-Layer KV-Cache Compression via Aligned Singular Vector Extraction
by: Chang, Chi-Chih, et al.
Published: (2025) -
TriAxialKV: Toward Extreme Low-Precision KV-Cache Quantization for Agentic Inference Tasks
by: Shen, Hanzhang, et al.
Published: (2026) -
RAP: KV-Cache Compression via RoPE-Aligned Pruning
by: Xin, Jihao, et al.
Published: (2026) -
AsymKV: Enabling 1-Bit Quantization of KV Cache with Layer-Wise Asymmetric Quantization Configurations
by: Tao, Qian, et al.
Published: (2024) -
SQuat: Subspace-orthogonal KV Cache Quantization
by: Wang, Hao, et al.
Published: (2025)