Dynamic Adaptation in Data Storage: Real-Time Machine Learning for Enhanced Prefetching
Fuente:
arXiv
Saved in:
| Main Authors: | Cheng, Chiyu, Zhou, Chang, Zhao, Yang, Cao, Jin |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Optimizing SSD Caches for Cloud Block Storage Systems Using Machine Learning Approaches
by: Cheng, Chiyu, et al.
Published: (2024)
by: Cheng, Chiyu, et al.
Published: (2024)
Dynamic Optimization of Storage Systems Using Reinforcement Learning Techniques
by: Cheng, Chiyu, et al.
Published: (2024)
by: Cheng, Chiyu, et al.
Published: (2024)
Learning Semantics, Not Addresses: Runtime Neural Prefetching for Far Memory
by: Huang, Yutong, et al.
Published: (2025)
by: Huang, Yutong, et al.
Published: (2025)
EROICA: Online Performance Troubleshooting for Large-scale Model Training
by: Guan, Yu, et al.
Published: (2025)
by: Guan, Yu, et al.
Published: (2025)
LatencyPrism: Online Non-intrusive Latency Sculpting for SLO-Guaranteed LLM Inference
by: Du, Yin, et al.
Published: (2026)
by: Du, Yin, et al.
Published: (2026)
LEFT-RS: A Lock-Free Fault-Tolerant Resource Sharing Protocol for Multicore Real-Time Systems
by: Chen, Nan, et al.
Published: (2025)
by: Chen, Nan, et al.
Published: (2025)
Token Management in Multi-Tenant AI Inference Platforms
by: Cunningham, William J.
Published: (2026)
by: Cunningham, William J.
Published: (2026)
TIDAL: Recovering Temporal Phase for Cloud Block Storage Placement from LLM-Derived Semantics
by: Tan, Difan, et al.
Published: (2026)
by: Tan, Difan, et al.
Published: (2026)
Evaluating Serverless Machine Learning Performance on Google Cloud Run
by: Khatiwada, Prerana, et al.
Published: (2024)
by: Khatiwada, Prerana, et al.
Published: (2024)
MARS: Efficient, Adaptive Co-Scheduling for Heterogeneous Agentic Systems
by: Wang, Yifei, et al.
Published: (2026)
by: Wang, Yifei, et al.
Published: (2026)
GPUOS: A GPU Operating System Primitive for Transparent Operation Fusion
by: Yang, Yiwei, et al.
Published: (2026)
by: Yang, Yiwei, et al.
Published: (2026)
HybridTier: an Adaptive and Lightweight CXL-Memory Tiering System
by: Song, Kevin, et al.
Published: (2023)
by: Song, Kevin, et al.
Published: (2023)
THEMIS: Time, Heterogeneity, and Energy Minded Scheduling for Fair Multi-Tenant Use in FPGAs
by: Karabulut, Emre, et al.
Published: (2024)
by: Karabulut, Emre, et al.
Published: (2024)
Ensuring Data Freshness in Multi-Rate Task Chains Scheduling
by: Hoffmann, José Luis Conradi, et al.
Published: (2026)
by: Hoffmann, José Luis Conradi, et al.
Published: (2026)
xNVMe: Unleashing Storage Hardware-Software Co-design
by: Lund, Simon A. F., et al.
Published: (2024)
by: Lund, Simon A. F., et al.
Published: (2024)
Towards Efficient and Practical GPU Multitasking in the Era of LLM
by: Xing, Jiarong, et al.
Published: (2025)
by: Xing, Jiarong, et al.
Published: (2025)
EdgeFlow: Fast Cold Starts for LLMs on Mobile Devices
by: Yan, Yongsheng, et al.
Published: (2026)
by: Yan, Yongsheng, et al.
Published: (2026)
Toward Systems Foundations for Agentic Exploration
by: Xu, Jiakai, et al.
Published: (2025)
by: Xu, Jiakai, et al.
Published: (2025)
"Range as a Key" is the Key! Fast and Compact Cloud Block Store Index with RASK
by: Zhao, Haoru, et al.
Published: (2026)
by: Zhao, Haoru, et al.
Published: (2026)
Performance Isolation and Semantic Determinism in Efficient GPU Spatial Sharing
by: Yang, Zhenyuan, et al.
Published: (2026)
by: Yang, Zhenyuan, et al.
Published: (2026)
FALCON: Pinpointing and Mitigating Stragglers for Large-Scale Hybrid-Parallel Training
by: Wu, Tianyuan, et al.
Published: (2024)
by: Wu, Tianyuan, et al.
Published: (2024)
LMetric: Simple is Better - Multiplication May Be All You Need for LLM Request Scheduling
by: Zhang, Dingyan, et al.
Published: (2026)
by: Zhang, Dingyan, et al.
Published: (2026)
Samoyeds: Accelerating MoE Models with Structured Sparsity Leveraging Sparse Tensor Cores
by: Wu, Chenpeng, et al.
Published: (2025)
by: Wu, Chenpeng, et al.
Published: (2025)
ConsumerBench: Benchmarking Generative AI Applications on End-User Devices
by: Gu, Yile, et al.
Published: (2025)
by: Gu, Yile, et al.
Published: (2025)
Fiddler: CPU-GPU Orchestration for Fast Inference of Mixture-of-Experts Models
by: Kamahori, Keisuke, et al.
Published: (2024)
by: Kamahori, Keisuke, et al.
Published: (2024)
Equilibria: Fair Multi-Tenant CXL Memory Tiering At Scale
by: Zhao, Kaiyang, et al.
Published: (2026)
by: Zhao, Kaiyang, et al.
Published: (2026)
DPC: A Distributed Page Cache over CXL
by: Bergman, Shai, et al.
Published: (2026)
by: Bergman, Shai, et al.
Published: (2026)
BLITZSCALE: Fast and Live Large Model Autoscaling with O(1) Host Caching
by: Zhang, Dingyan, et al.
Published: (2024)
by: Zhang, Dingyan, et al.
Published: (2024)
CPU-Limits kill Performance: Time to rethink Resource Control
by: Shetty, Chirag, et al.
Published: (2025)
by: Shetty, Chirag, et al.
Published: (2025)
Mitigating context switching in densely packed Linux clusters with Latency-Aware Group Scheduling
by: Isstaif, Al Amjad Tawfiq, et al.
Published: (2025)
by: Isstaif, Al Amjad Tawfiq, et al.
Published: (2025)
Unlocking True Elasticity for the Cloud-Native Era with Dandelion
by: Kuchler, Tom, et al.
Published: (2025)
by: Kuchler, Tom, et al.
Published: (2025)
A Periodic Space of Distributed Computing: Vision & Framework
by: Salehi, Mohsen Amini, et al.
Published: (2026)
by: Salehi, Mohsen Amini, et al.
Published: (2026)
Formal Definitions and Performance Comparison of Consistency Models for Parallel File Systems
by: Wang, Chen, et al.
Published: (2024)
by: Wang, Chen, et al.
Published: (2024)
Mewz: Lightweight Execution Environment for WebAssembly with High Isolation and Portability using Unikernels
by: Ueda, Soichiro, et al.
Published: (2024)
by: Ueda, Soichiro, et al.
Published: (2024)
Taming Serverless Cold Starts Through OS Co-Design
by: Holmes, Ben, et al.
Published: (2025)
by: Holmes, Ben, et al.
Published: (2025)
Fix: externalizing network I/O in serverless computing
by: Deng, Yuhan, et al.
Published: (2025)
by: Deng, Yuhan, et al.
Published: (2025)
RAGDoll: Efficient Offloading-based Online RAG System on a Single GPU
by: Yu, Weiping, et al.
Published: (2025)
by: Yu, Weiping, et al.
Published: (2025)
Optimizing Task Scheduling in Heterogeneous Computing Environments: A Comparative Analysis of CPU, GPU, and ASIC Platforms Using E2C Simulator
by: Mohammadjafari, Ali, et al.
Published: (2024)
by: Mohammadjafari, Ali, et al.
Published: (2024)
Telepathic Datacenters: Fast RPCs using Shared CXL Memory
by: Mahar, Suyash, et al.
Published: (2024)
by: Mahar, Suyash, et al.
Published: (2024)
CvxCluster: Solving Large, Complex, Granular Resource Allocation Problems 100-1000x Faster
by: Nnorom Jr, Obi, et al.
Published: (2026)
by: Nnorom Jr, Obi, et al.
Published: (2026)
Similar Items
-
Optimizing SSD Caches for Cloud Block Storage Systems Using Machine Learning Approaches
by: Cheng, Chiyu, et al.
Published: (2024) -
Dynamic Optimization of Storage Systems Using Reinforcement Learning Techniques
by: Cheng, Chiyu, et al.
Published: (2024) -
Learning Semantics, Not Addresses: Runtime Neural Prefetching for Far Memory
by: Huang, Yutong, et al.
Published: (2025) -
EROICA: Online Performance Troubleshooting for Large-scale Model Training
by: Guan, Yu, et al.
Published: (2025) -
LatencyPrism: Online Non-intrusive Latency Sculpting for SLO-Guaranteed LLM Inference
by: Du, Yin, et al.
Published: (2026)