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RL-CoPref: a reinforcement learning-based coordinated prefetching controller for multiple prefetchers

https://doi.org/10.1007/s11227-024-05938-9

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-981-99-9247-8_10openalex-snapshot

RLOP: A Framework Design for Offset Prefetching Combined with Reinforcement Learning

inferredcites →https://doi.org/10.1007/s11390-022-1573-3openalex-snapshot

A Prefetch-Adaptive Intelligent Cache Replacement Policy Based on Machine Learning

inferredcites →https://doi.org/10.1109/hpca.2007.346185openalex-snapshot

Feedback Directed Prefetching: Improving the Performance and Bandwidth-Efficiency of Hardware Prefetchers

inferredcites →https://doi.org/10.1109/hpca.2014.6835971openalex-snapshot

Sandbox Prefetching: Safe run-time evaluation of aggressive prefetchers

inferredcites →https://doi.org/10.1109/hpca.2016.7446087openalex-snapshot

Best-offset hardware prefetching

inferredcites →https://doi.org/10.1109/hpca.2018.00021openalex-snapshot

Domino Temporal Data Prefetcher

inferredcites →https://doi.org/10.1109/hpca.2019.00053openalex-snapshot

Bingo Spatial Data Prefetcher

inferredcites →https://doi.org/10.1109/ipdps.2019.00103openalex-snapshot

Combining Prefetch Control and Cache Partitioning to Improve Multicore Performance

inferredcites →https://doi.org/10.1109/isca45697.2020.00021openalex-snapshot

Bouquet of Instruction Pointers: Instruction Pointer Classifier-based Spatial Hardware Prefetching

inferredcites →https://doi.org/10.1109/isca52012.2021.00017openalex-snapshot

A Cost-Effective Entangling Prefetcher for Instructions

inferredcites →https://doi.org/10.1109/lca.2022.3210397openalex-snapshot

Managing Prefetchers With Deep Reinforcement Learning

inferredcites →https://doi.org/10.1109/micro.2016.7783763openalex-snapshot

Path confidence based lookahead prefetching

inferredcites →https://doi.org/10.1109/micro50266.2020.00022openalex-snapshot

BranchNet: A Convolutional Neural Network to Predict Hard-To-Predict Branches

inferredcites →https://doi.org/10.1109/micro56248.2022.00071openalex-snapshot

Merging Similar Patterns for Hardware Prefetching

inferredcites →https://doi.org/10.1109/micro56248.2022.00072openalex-snapshot

Berti: an Accurate Local-Delta Data Prefetcher

inferredcites →https://doi.org/10.1109/sc41404.2022.00086openalex-snapshot

ReSemble: Reinforced Ensemble Framework for Data Prefetching

inferredcites →https://doi.org/10.1109/sds59856.2023.10329059openalex-snapshot

A Reinforcement Learning Approach to Optimize Cache Prefetcher Aggressiveness at Run-Time

inferredcites →https://doi.org/10.1109/tc.2016.2547392openalex-snapshot

SPAC:A Synergistic Prefetcher Aggressiveness Controller for Multi-core Systems

inferredcites →https://doi.org/10.1109/tc.2021.3065909openalex-snapshot

Practical Temporal Prefetching With Compressed On-Chip Metadata

inferredcites →https://doi.org/10.1109/tcad.2020.3012173openalex-snapshot

DeepPrefetcher: A Deep Learning Framework for Data Prefetching in Flash Storage Devices

inferredcites →https://doi.org/10.1109/tcsi.2019.2947242openalex-snapshot

Bulkyflip: A NAND-SPIN-Based Last-Level Cache With Bandwidth-Oriented Write Management Policy

inferredcites →https://doi.org/10.1109/tpds.2020.2982392openalex-snapshot

Bandwidth-Aware Dynamic Prefetch Configuration for IBM POWER8

inferredcites →https://doi.org/10.1145/1150019.1136508openalex-snapshot

Spatial Memory Streaming

inferredcites →https://doi.org/10.1145/1394608.1382172openalex-snapshot

Self-Optimizing Memory Controllers

inferredcites →https://doi.org/10.1145/144965.145006openalex-snapshot

Stride directed prefetching in scalar processors

inferredcites →https://doi.org/10.1145/1555815.1555766openalex-snapshot

Spatio-temporal memory streaming

inferredcites →https://doi.org/10.1145/2540708openalex-snapshot

Proceedings of the 46th Annual IEEE/ACM International Symposium on Microarchitecture

inferredcites →https://doi.org/10.1145/2540708.2540730openalex-snapshot

Linearizing irregular memory accesses for improved correlated prefetching

inferredcites →https://doi.org/10.1145/2749469.2749473openalex-snapshot

Semantic locality and context-based prefetching using reinforcement learning

inferredcites →https://doi.org/10.1145/2830772.2830793openalex-snapshot

Efficiently prefetching complex address patterns

inferredcites →https://doi.org/10.1145/2907071openalex-snapshot

A Survey of Recent Prefetching Techniques for Processor Caches

inferredcites →https://doi.org/10.1145/3090635openalex-snapshot

Band-Pass Prefetching

inferredcites →https://doi.org/10.1145/3093336.3037701openalex-snapshot

Kill the Program Counter

inferredcites →https://doi.org/10.1145/3132170openalex-snapshot

Cooperative Multi-Agent Reinforcement Learning-Based Co-optimization of Cores, Caches, and On-chip Network

inferredcites →https://doi.org/10.1145/3307650.3322207openalex-snapshot

Perceptron-based prefetch filtering

inferredcites →https://doi.org/10.1145/3307650.3322217openalex-snapshot

Bit-level perceptron prediction for indirect branches

inferredcites →https://doi.org/10.1145/3307650.3322225openalex-snapshot

Efficient metadata management for irregular data prefetching

inferredcites →https://doi.org/10.1145/3337821.3337854openalex-snapshot

Machine Learning for Fine-Grained Hardware Prefetcher Control

inferredcites →https://doi.org/10.1145/3345000openalex-snapshot

A Neural Network Prefetcher for Arbitrary Memory Access Patterns

inferredcites →https://doi.org/10.1145/3352460openalex-snapshot

Proceedings of the 52nd Annual IEEE/ACM International Symposium on Microarchitecture

inferredcites →https://doi.org/10.1145/3352460.3358300openalex-snapshot

Temporal Prefetching Without the Off-Chip Metadata

inferredcites →https://doi.org/10.1145/3352460.3358312openalex-snapshot

SOSA

inferredcites →https://doi.org/10.1145/3352460.3358319openalex-snapshot

Applying Deep Learning to the Cache Replacement Problem

inferredcites →https://doi.org/10.1145/3352460.3358325openalex-snapshot

DSPatch

inferredcites →https://doi.org/10.1145/3357526.3357549openalex-snapshot

Predicting memory accesses

inferredcites →https://doi.org/10.1145/3422575.3422807openalex-snapshot

RAOP: Recurrent Neural Network Augmented Offset Prefetcher

inferredcites →https://doi.org/10.1145/3445814openalex-snapshot

Proceedings of the 26th ACM International Conference on Architectural Support for Programming Languages and Operating Systems

inferredcites →https://doi.org/10.1145/3445814.3446752openalex-snapshot

A hierarchical neural model of data prefetching

inferredcites →https://doi.org/10.1145/3466752.3480114openalex-snapshot

Pythia: A Customizable Hardware Prefetching Framework Using Online Reinforcement Learning

inferredcites →https://doi.org/10.1145/3613424.3623780openalex-snapshot

Micro-Armed Bandit: Lightweight & Reusable Reinforcement Learning for Microarchitecture Decision-Making

inferredcites →https://doi.org/10.23919/date.2017.7927098openalex-snapshot

A coordinated multi-agent reinforcement learning approach to multi-level cache co-partitioning

inferredcites →https://doi.org/10.48550/arxiv.2205.14778openalex-snapshot

TransforMAP: Transformer for Memory Access Prediction

inferredcites →https://doi.org/10.7873/date.2014.092openalex-snapshot

Introducing Thread Criticality awareness in Prefetcher Aggressiveness Control

inferredcites →https://doi.org/10.7873/date.2015.0992openalex-snapshot

Distributed Reinforcement Learning for Power Limited Many-Core System Performance Optimization

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/978-3-032-10459-5_11openalex-snapshot

LightCacheRL: A Lightweight Reinforcement Learning Framework for Unified Cache Management

inferred← citeshttps://doi.org/10.1007/978-3-032-35251-4_5openalex-snapshot

Coordinated Resource Management for Energy-Efficient DNN Inference on Heterogeneous Edge Devices

inferred← citeshttps://doi.org/10.1007/s11227-025-07001-7openalex-snapshot

DRCD: a regional-contention-driven arbitration policy for CPU–GPU heterogeneous systems

inferred← citeshttps://doi.org/10.1007/s11227-025-07224-8openalex-snapshot

Dhcm: a dynamic hierarchy coordination mechanism for memory optimization

inferred← citeshttps://doi.org/10.1016/j.future.2024.107592openalex-snapshot

Competitive cost-effective memory access predictor through short-term online SVM and dynamic vocabularies

inferred← citeshttps://doi.org/10.1016/j.jpdc.2026.105265openalex-snapshot

Net2Tab: Tabularizing neural networks with applications to data prefetching

inferred← citeshttps://doi.org/10.1016/j.sysarc.2026.103977openalex-snapshot

From simulation to speedup: Hardware implementation of the SGASP cache memory prefetcher through HLS in FPGA systems

inferred← citeshttps://doi.org/10.1109/3ict64318.2024.10824426openalex-snapshot

Enhancing Processor Performance using Bidirectional LSTM Memory Prefetching

inferred← citeshttps://doi.org/10.1109/hpca68181.2026.11408449openalex-snapshot

Athena: Synergizing Data Prefetching and Off-Chip Prediction via Online Reinforcement Learning

inferred← citeshttps://doi.org/10.1109/nmitcon65824.2025.11187944openalex-snapshot

System-Aware Hybrid Prefetcher : A Reinforcement Learning Based Approach

inferred← citeshttps://doi.org/10.1109/norcas64408.2024.10752457openalex-snapshot

QoS-Aware Dynamic Frequency Scaling for Mixed-Critical Systems based on Shielded Reinforcement Learning

inferred← citeshttps://doi.org/10.1109/tvlsi.2025.3592300openalex-snapshot

Rule-Based Reinforcement Learning on FPGA for QoS-Aware Dynamic Frequency Scaling

inferred← citeshttps://doi.org/10.1145/3723851.3723855openalex-snapshot

Towards Elastic Memory Allocation of Serverless Functions in Disaggregated Memory Systems

inferred← citeshttps://doi.org/10.1145/3725843.3756096openalex-snapshot

Micro-MAMA: Multi-Agent Reinforcement Learning for Multicore Prefetching

inferred← citeshttps://doi.org/10.1145/3797905.3800542openalex-snapshot

Rudder: Steering Prefetching in Distributed GNN Training using LLM Agents

inferred← citeshttps://doi.org/10.1145/3803857openalex-snapshot

Machine Learning-Based Caching and Tiering in Modern Data Storage Systems: A Survey

inferred← citeshttps://doi.org/10.1145/3828525openalex-snapshot

RELOAF: A Reinforcement Learning-based Online Adaptive Filtering Framework for Data Prefetching

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