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Pythia: A Customizable Hardware Prefetching Framework Using Online
  Reinforcement Learning
v1v2v3v4v5 (latest)

Pythia: A Customizable Hardware Prefetching Framework Using Online Reinforcement Learning

Micro (MICRO), 2021
24 September 2021
Rahul Bera
Konstantinos Kanellopoulos
Anant V. Nori
Taha Shahroodi
S. Subramoney
O. Mutlu
ArXiv (abs)PDFHTMLGithub (137★)

Papers citing "Pythia: A Customizable Hardware Prefetching Framework Using Online Reinforcement Learning"

12 / 12 papers shown
Descriptor-Based Object-Aware Memory Systems: A Comprehensive Review
Descriptor-Based Object-Aware Memory Systems: A Comprehensive Review
Dong Tong
149
1
0
31 Oct 2025
A Joint Learning Approach to Hardware Caching and Prefetching
A Joint Learning Approach to Hardware Caching and Prefetching
Samuel Yuan
Divyanshu Saxena
Jiayi Chen
Nihal Sharma
Aditya Akella
119
1
0
13 Oct 2025
Coordinated Reinforcement Learning Prefetching Architecture for Multicore Systems
Coordinated Reinforcement Learning Prefetching Architecture for Multicore Systems
Mohammed Humaid Siddiqui
Fernando Guzman
Yufei Wu
Ruishu Ann
72
0
0
12 Sep 2025
SwiftRL: Towards Efficient Reinforcement Learning on Real
  Processing-In-Memory Systems
SwiftRL: Towards Efficient Reinforcement Learning on Real Processing-In-Memory Systems
Kailash Gogineni
Sai Santosh Dayapule
Juan Gómez Luna
Karthikeya Gogineni
Peng Wei
Tian-Shing Lan
Mohammad Sadrosadati
Onur Mutlu
Guru Venkataramani
326
17
0
07 May 2024
DeePref: Deep Reinforcement Learning For Video Prefetching In Content
  Delivery Networks
DeePref: Deep Reinforcement Learning For Video Prefetching In Content Delivery NetworksInternational Conference on Computer Communications and Networks (ICCCN), 2023
Nawras Alkassab
Chin-Tser Huang
Tania Lorido-Botran
154
2
0
11 Oct 2023
Hermes: Accelerating Long-Latency Load Requests via Perceptron-Based
  Off-Chip Load Prediction
Hermes: Accelerating Long-Latency Load Requests via Perceptron-Based Off-Chip Load PredictionMicro (MICRO), 2022
Rahul Bera
Konstantinos Kanellopoulos
S. Balachandran
D. Novo
Ataberk Olgun
Mohammad Sadrosadati
O. Mutlu
363
41
0
01 Sep 2022
Sibyl: Adaptive and Extensible Data Placement in Hybrid Storage Systems
  Using Online Reinforcement Learning
Sibyl: Adaptive and Extensible Data Placement in Hybrid Storage Systems Using Online Reinforcement LearningInternational Symposium on Computer Architecture (ISCA), 2022
Gagandeep Singh
Rakesh Nadig
Mohammad Sadrosadati
Rahul Bera
Nastaran Hajinazar
D. Novo
Juan Gómez Luna
S. Stuijk
Henk Corporaal
O. Mutlu
249
46
0
15 May 2022
Cello: Efficient Computer Systems Optimization with Predictive Early
  Termination and Censored Regression
Cello: Efficient Computer Systems Optimization with Predictive Early Termination and Censored Regression
Yi Ding
Alex Renda
Ahsan Pervaiz
Michael Carbin
Henry Hoffmann
160
4
0
11 Apr 2022
An Intelligent Framework for Oversubscription Management in CPU-GPU
  Unified Memory
An Intelligent Framework for Oversubscription Management in CPU-GPU Unified MemoryJournal of Grid Computing (J. Grid Comput.), 2022
Xinjian Long
Xiang Gong
Huiyang Zhou
164
11
0
06 Apr 2022
Deep Learning based Data Prefetching in CPU-GPU Unified Virtual Memory
Deep Learning based Data Prefetching in CPU-GPU Unified Virtual Memory
Xinjian Long
Xiang Gong
Huiyang Zhou
274
21
0
19 Mar 2022
DeepSketch: A New Machine Learning-Based Reference Search Technique for
  Post-Deduplication Delta Compression
DeepSketch: A New Machine Learning-Based Reference Search Technique for Post-Deduplication Delta CompressionUSENIX Conference on File and Storage Technologies (FAST), 2022
Mohammad Sadrosadati
Jeoggyun Kim
Yeseong Kim
Sungjin Lee
O. Mutlu
208
34
0
17 Feb 2022
Puppeteer: A Random Forest-based Manager for Hardware Prefetchers across
  the Memory Hierarchy
Puppeteer: A Random Forest-based Manager for Hardware Prefetchers across the Memory HierarchyACM Transactions on Architecture and Code Optimization (TACO) (TACO), 2022
Furkan Eris
Marcia S. Louis
Kubra Eris
José L. Abellán
A. Joshi
215
9
0
28 Jan 2022
1
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