Hold Onto That Thought: Assessing KV Cache Compression On Reasoning
Fuente:
arXiv
Saved in:
| Main Authors: | Liu, Minghui, Palnitkar, Aadi, Rabbani, Tahseen, Jae, Hyunwoo, Sang, Kyle Rui, Yao, Dixi, Shabihi, Shayan, Zhao, Fuheng, Li, Tian, Zhang, Ce, Huang, Furong, Zhang, Kunpeng |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
HashEvict: A Pre-Attention KV Cache Eviction Strategy using Locality-Sensitive Hashing
by: Liu, Minghui, et al.
Published: (2024)
by: Liu, Minghui, et al.
Published: (2024)
ClusterKV: Manipulating LLM KV Cache in Semantic Space for Recallable Compression
by: Liu, Guangda, et al.
Published: (2024)
by: Liu, Guangda, et al.
Published: (2024)
Balancing Label Imbalance in Federated Environments Using Only Mixup and Artificially-Labeled Noise
by: Sang, Kyle, et al.
Published: (2024)
by: Sang, Kyle, et al.
Published: (2024)
GPU-Accelerated INT8 Quantization for KV Cache Compression in Large Language Models
by: Taneja, Maanas, et al.
Published: (2026)
by: Taneja, Maanas, et al.
Published: (2026)
SparseX: Efficient Segment-Level KV Cache Sharing for Interleaved LLM Serving
by: Zhang, Quqing, et al.
Published: (2026)
by: Zhang, Quqing, et al.
Published: (2026)
SparKV: Overhead-Aware KV Cache Loading for Efficient On-Device LLM Inference
by: Liu, Hongyao, et al.
Published: (2026)
by: Liu, Hongyao, et al.
Published: (2026)
Accelerating LLM Inference via Dynamic KV Cache Placement in Heterogeneous Memory System
by: Fang, Yunhua, et al.
Published: (2025)
by: Fang, Yunhua, et al.
Published: (2025)
When Quantization Is Free: An int4 KV Cache That Outruns fp16 on Apple Silicon
by: Bergach, Mohamed Amine
Published: (2026)
by: Bergach, Mohamed Amine
Published: (2026)
VL-Cache: Sparsity and Modality-Aware KV Cache Compression for Vision-Language Model Inference Acceleration
by: Tu, Dezhan, et al.
Published: (2024)
by: Tu, Dezhan, et al.
Published: (2024)
KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache
by: Liu, Zirui, et al.
Published: (2024)
by: Liu, Zirui, et al.
Published: (2024)
ALISA: Accelerating Large Language Model Inference via Sparsity-Aware KV Caching
by: Zhao, Youpeng, et al.
Published: (2024)
by: Zhao, Youpeng, et al.
Published: (2024)
Leveraging Speculative Sampling and KV-Cache Optimizations Together for Generative AI using OpenVINO
by: Barad, Haim, et al.
Published: (2023)
by: Barad, Haim, et al.
Published: (2023)
Federation over Text: Insight Sharing for Multi-Agent Reasoning
by: Yao, Dixi, et al.
Published: (2026)
by: Yao, Dixi, et al.
Published: (2026)
KVPR: Efficient LLM Inference with I/O-Aware KV Cache Partial Recomputation
by: Jiang, Chaoyi, et al.
Published: (2024)
by: Jiang, Chaoyi, et al.
Published: (2024)
QJL: 1-Bit Quantized JL Transform for KV Cache Quantization with Zero Overhead
by: Zandieh, Amir, et al.
Published: (2024)
by: Zandieh, Amir, et al.
Published: (2024)
Non-Monotonic Latency in Apple MPS Decoding: KV Cache Interactions and Execution Regimes
by: Hendria, Willy Fitra
Published: (2026)
by: Hendria, Willy Fitra
Published: (2026)
Improving the Serving Performance of Multi-LoRA Large Language Models via Efficient LoRA and KV Cache Management
by: Zhang, Hang, et al.
Published: (2025)
by: Zhang, Hang, et al.
Published: (2025)
DUAL-BLADE: Dual-Path NVMe-Direct KV-Cache Offloading for Edge LLM Inference
by: Jeong, Bodon, et al.
Published: (2026)
by: Jeong, Bodon, et al.
Published: (2026)
BitDecoding: Unlocking Tensor Cores for Long-Context LLMs with Low-Bit KV Cache
by: Du, Dayou, et al.
Published: (2025)
by: Du, Dayou, et al.
Published: (2025)
Waltz: Temperature-Aware Cooperative Compression for High-Performance Compression-Based CSDs
by: Yu, Dingcui, et al.
Published: (2025)
by: Yu, Dingcui, et al.
Published: (2025)
LookAhead: The Optimal Non-decreasing Index Policy for a Time-Varying Holding Cost problem
by: Gurushankar, Keerthana, et al.
Published: (2026)
by: Gurushankar, Keerthana, et al.
Published: (2026)
OSCAR: Offline Spectral Covariance-Aware Rotation for 2-bit KV Cache Quantization
by: Zhou, Zhongzhu, et al.
Published: (2026)
by: Zhou, Zhongzhu, et al.
Published: (2026)
OrbitFlow: SLO-Aware Long-Context LLM Serving with Fine-Grained KV Cache Reconfiguration
by: Ma, Xinyue, et al.
Published: (2026)
by: Ma, Xinyue, et al.
Published: (2026)
A Zoned Storage Optimized Flash Cache on ZNS SSDs
by: Yang, Chongzhuo, et al.
Published: (2024)
by: Yang, Chongzhuo, et al.
Published: (2024)
Can Increasing the Hit Ratio Hurt Cache Throughput? (Long Version)
by: Qiu, Ziyue, et al.
Published: (2024)
by: Qiu, Ziyue, et al.
Published: (2024)
Dual-Signal Adaptive KV-Cache Optimization for Long-Form Video Understanding in Vision-Language Models
by: Sai, Vishnu, et al.
Published: (2026)
by: Sai, Vishnu, et al.
Published: (2026)
XRFlux: Virtual Reality Benchmark for Edge Caching Systems
by: Alfares, Nader, et al.
Published: (2024)
by: Alfares, Nader, et al.
Published: (2024)
Leveraging Approximate Caching for Faster Retrieval-Augmented Generation
by: Bergman, Shai, et al.
Published: (2025)
by: Bergman, Shai, et al.
Published: (2025)
One-Hop Sub-Query Result Caches for Graph Database Systems
by: Nguyen, Hieu, et al.
Published: (2024)
by: Nguyen, Hieu, et al.
Published: (2024)
ARKV: Adaptive and Resource-Efficient KV Cache Management under Limited Memory Budget for Long-Context Inference in LLMs
by: Lei, Jianlong, et al.
Published: (2026)
by: Lei, Jianlong, et al.
Published: (2026)
2DIO: A Cache-Accurate Storage Microbenchmark
by: Wang, Yirong, et al.
Published: (2026)
by: Wang, Yirong, et al.
Published: (2026)
Enhancing Instruction Prefetching via Cache and TLB Management
by: Jamet, Alexandre Valentin, et al.
Published: (2026)
by: Jamet, Alexandre Valentin, et al.
Published: (2026)
The Bicameral Cache: a split cache for vector architectures
by: Rebolledo, Susana, et al.
Published: (2024)
by: Rebolledo, Susana, et al.
Published: (2024)
Accurate Performance Modeling And Uncertainty Analysis of Lossy Compression in Scientific Applications
by: Liu, Youyuan, et al.
Published: (2024)
by: Liu, Youyuan, et al.
Published: (2024)
Analysis and Evaluation of Using Microsecond-Latency Memory for In-Memory Indices and Caches in SSD-Based Key-Value Stores
by: Bando, Yosuke, et al.
Published: (2025)
by: Bando, Yosuke, et al.
Published: (2025)
Faster LLM Inference using DBMS-Inspired Preemption and Cache Replacement Policies
by: Kim, Kyoungmin, et al.
Published: (2024)
by: Kim, Kyoungmin, et al.
Published: (2024)
Optimizing CPU Cache Utilization in Cloud VMs with Accurate Cache Abstraction
by: Tofigh, Mani, et al.
Published: (2025)
by: Tofigh, Mani, et al.
Published: (2025)
FastCache: Fast Caching for Diffusion Transformer Through Learnable Linear Approximation
by: Liu, Dong, et al.
Published: (2025)
by: Liu, Dong, et al.
Published: (2025)
MoE-Infinity: Efficient MoE Inference on Personal Machines with Sparsity-Aware Expert Cache
by: Xue, Leyang, et al.
Published: (2024)
by: Xue, Leyang, et al.
Published: (2024)
Predictive Multi-Tier Memory Management for KV Cache in Large-Scale GPU Inference
by: Ganjihal, Sanjeev Rao
Published: (2026)
by: Ganjihal, Sanjeev Rao
Published: (2026)
Similar Items
-
HashEvict: A Pre-Attention KV Cache Eviction Strategy using Locality-Sensitive Hashing
by: Liu, Minghui, et al.
Published: (2024) -
ClusterKV: Manipulating LLM KV Cache in Semantic Space for Recallable Compression
by: Liu, Guangda, et al.
Published: (2024) -
Balancing Label Imbalance in Federated Environments Using Only Mixup and Artificially-Labeled Noise
by: Sang, Kyle, et al.
Published: (2024) -
GPU-Accelerated INT8 Quantization for KV Cache Compression in Large Language Models
by: Taneja, Maanas, et al.
Published: (2026) -
SparseX: Efficient Segment-Level KV Cache Sharing for Interleaved LLM Serving
by: Zhang, Quqing, et al.
Published: (2026)