Cover Image

LongFlow: Efficient KV Cache Compression for Reasoning Models

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Su, Yi, Tian, Zhenxu, Qiao, Dan, Zhou, Yuechi, Li, Juntao, Zhang, Min
Format:	Preprint
Published:	2026
Subjects:	Machine Learning Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Where Matters More Than What: Decoding-aligned KV Cache Compression via Position-aware Pseudo Queries
by: Tian, Zhenxu, et al.
Published: (2026)

CaliDrop: KV Cache Compression with Calibration
by: Su, Yi, et al.
Published: (2025)

Accurate KV Cache Quantization with Outlier Tokens Tracing
by: Su, Yi, et al.
Published: (2025)

KeepKV: Achieving Periodic Lossless KV Cache Compression for Efficient LLM Inference
by: Tian, Yuxuan, et al.
Published: (2025)

ForesightKV: Optimizing KV Cache Eviction for Reasoning Models by Learning Long-Term Contribution
by: Dong, Zican, et al.
Published: (2026)

RocketKV: Accelerating Long-Context LLM Inference via Two-Stage KV Cache Compression
by: Behnam, Payman, et al.
Published: (2025)

RazorAttention: Efficient KV Cache Compression Through Retrieval Heads
by: Tang, Hanlin, et al.
Published: (2024)

$A^3$: Attention-Aware Accurate KV Cache Fusion for Fast Large Language Model Serving
by: Zhou, Yuechi, et al.
Published: (2025)

LaCache: Ladder-Shaped KV Caching for Efficient Long-Context Modeling of Large Language Models
by: Shi, Dachuan, et al.
Published: (2025)

AttentionPredictor: Temporal Patterns Matter for KV Cache Compression
by: Yang, Qingyue, et al.
Published: (2025)

EvolKV: Evolutionary KV Cache Compression for LLM Inference
by: Yu, Bohan, et al.
Published: (2025)

KVSculpt: KV Cache Compression as Distillation
by: Jiang, Bo, et al.
Published: (2026)

Inference-Time Hyper-Scaling with KV Cache Compression
by: Łańcucki, Adrian, et al.
Published: (2025)

FastKV: Decoupling of Context Reduction and KV Cache Compression for Prefill-Decoding Acceleration
by: Jo, Dongwon, et al.
Published: (2025)

MadaKV: Adaptive Modality-Perception KV Cache Eviction for Efficient Multimodal Long-Context Inference
by: Li, Kunxi, et al.
Published: (2025)

xKV: Cross-Layer KV-Cache Compression via Aligned Singular Vector Extraction
by: Chang, Chi-Chih, et al.
Published: (2025)

MiniCache: KV Cache Compression in Depth Dimension for Large Language Models
by: Liu, Akide, et al.
Published: (2024)

ShadowKV: KV Cache in Shadows for High-Throughput Long-Context LLM Inference
by: Sun, Hanshi, et al.
Published: (2024)

SCBench: A KV Cache-Centric Analysis of Long-Context Methods
by: Li, Yucheng, et al.
Published: (2024)

Time and Memory Trade-off of KV-Cache Compression in Tensor Transformer Decoding
by: Chen, Yifang, 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)

OjaKV: Context-Aware Online Low-Rank KV Cache Compression
by: Zhu, Yuxuan, et al.
Published: (2025)

CSKV: Training-Efficient Channel Shrinking for KV Cache in Long-Context Scenarios
by: Wang, Luning, et al.
Published: (2024)

EliteKV: Scalable KV Cache Compression via RoPE Frequency Selection and Joint Low-Rank Projection
by: Zhou, Yuhao, et al.
Published: (2025)

Quantization Dominates Rank Reduction for KV-Cache Compression
by: Salfati, Samuel
Published: (2026)

FreeKV: Boosting KV Cache Retrieval for Efficient LLM Inference
by: Liu, Guangda, et al.
Published: (2025)

Beyond Speedup -- Utilizing KV Cache for Sampling and Reasoning
by: Xing, Zeyu, et al.
Published: (2026)

ManifoldKV: Training-Free KV Cache Compression via Euclidean Outlier Detection
by: Datta, Debajyoti, et al.
Published: (2026)

XKV: Personalized KV Cache Memory Reduction for Long-Context LLM Inference
by: Li, Weizhuo, et al.
Published: (2024)

ParisKV: Fast and Drift-Robust KV-Cache Retrieval for Long-Context LLMs
by: Qi, Yanlin, et al.
Published: (2026)

Beyond RAG: Task-Aware KV Cache Compression for Comprehensive Knowledge Reasoning
by: Corallo, Giulio, et al.
Published: (2025)

LazyEviction: Lagged KV Eviction with Attention Pattern Observation for Efficient Long Reasoning
by: Zhang, Haoyue, et al.
Published: (2025)

DynSplit-KV: Dynamic Semantic Splitting for KVCache Compression in Efficient Long-Context LLM Inference
by: Ye, Jiancai, et al.
Published: (2026)

One Size Does Not Fit All: Token-Wise Adaptive Compression for KV Cache
by: Lu, Liming, 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)

Eigen Attention: Attention in Low-Rank Space for KV Cache Compression
by: Saxena, Utkarsh, et al.
Published: (2024)

MiniKV: Pushing the Limits of LLM Inference via 2-Bit Layer-Discriminative KV Cache
by: Sharma, Akshat, et al.
Published: (2024)

IsoQuant: Hardware-Aligned SO(4) Isoclinic Rotations for LLM KV Cache Compression
by: Ji, Zhongping
Published: (2026)

PolyKV: A Shared Asymmetrically-Compressed KV Cache Pool for Multi-Agent LLM Inference
by: Patel, Ishan, et al.
Published: (2026)

Beyond KV Caching: Shared Attention for Efficient LLMs
by: Liao, Bingli, et al.
Published: (2024)