Pythia: A Customizable Hardware Prefetching Framework Using Online
Reinforcement Learning

Pythia: A Customizable Hardware Prefetching Framework Using Online Reinforcement Learning

24 September 2021

Konstantinos Kanellopoulos

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

9 / 9 papers shown

Title
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 50 10 0 07 May 2024
DeePref: Deep Reinforcement Learning For Video Prefetching In Content Delivery Networks Nawras Alkassab Chin-Tser Huang Tania Lorido-Botran 9 1 0 11 Oct 2023
Hermes: Accelerating Long-Latency Load Requests via Perceptron-Based Off-Chip Load Prediction Rahul Bera Konstantinos Kanellopoulos S. Balachandran D. Novo Ataberk Olgun Mohammad Sadrosadati O. Mutlu 32 25 0 01 Sep 2022
Sibyl: Adaptive and Extensible Data Placement in Hybrid Storage Systems Using Online Reinforcement Learning Gagandeep Singh Rakesh Nadig Jisung Park Rahul Bera Nastaran Hajinazar D. Novo Juan Gómez Luna S. Stuijk Henk Corporaal O. Mutlu 49 33 0 15 May 2022
Cello: Efficient Computer Systems Optimization with Predictive Early Termination and Censored Regression Yi Ding Alex Renda Ahsan Pervaiz Michael Carbin Henry Hoffmann 19 2 0 11 Apr 2022
An Intelligent Framework for Oversubscription Management in CPU-GPU Unified Memory Xinjian Long Xiang Gong Huiyang Zhou 11 7 0 06 Apr 2022
Deep Learning based Data Prefetching in CPU-GPU Unified Virtual Memory Xinjian Long Xiang Gong Huiyang Zhou 15 13 0 19 Mar 2022
DeepSketch: A New Machine Learning-Based Reference Search Technique for Post-Deduplication Delta Compression Jisung Park Jeoggyun Kim Yeseong Kim Sungjin Lee O. Mutlu 13 23 0 17 Feb 2022
Puppeteer: A Random Forest-based Manager for Hardware Prefetchers across the Memory Hierarchy Furkan Eris Marcia S. Louis Kubra Eris José L. Abellán A. Joshi 11 8 0 28 Jan 2022