v1v2 (latest)

An Imitation Learning Approach for Cache Replacement

29 June 2020

Emmy Liu

Milad Hashemi

Kevin Swersky

Parthasarathy Ranganathan

Junwhan Ahn

ArXiv (abs)PDF HTML

Papers citing "An Imitation Learning Approach for Cache Replacement"

22 / 22 papers shown

Title
Harmonia: A Multi-Agent Reinforcement Learning Approach to Data Placement and Migration in Hybrid Storage Systems Rakesh Nadig Vamanan Arulchelvan Rahul Bera Taha Shahroodi Gagandeep Singh Mohammad Sadrosadati Jisung Park O. Mutlu Onur Mutlu 133 0 0 26 Mar 2025
SCALM: Towards Semantic Caching for Automated Chat Services with Large Language Models Jiaxing Li Chi Xu Feng Wang Isaac M von Riedemann Cong Zhang Jiangchuan Liu LLMAG KELM 106 4 0 24 May 2024
Ranking-based Client Selection with Imitation Learning for Efficient Federated Learning Chunlin Tian Zhanying Shi Xinpeng Qin Li Li Chengzhong Xu FedML 54 2 0 07 May 2024
Algorithms for Caching and MTS with reduced number of predictions Karim Abdel Sadek Marek Elias 79 8 0 09 Apr 2024
IBCB: Efficient Inverse Batched Contextual Bandit for Behavioral Evolution History Yi Xu Weiran Shen Xiao Zhang Jun Xu OffRL 195 0 0 24 Mar 2024
A Learning-Based Caching Mechanism for Edge Content Delivery Hoda Torabi Hamzeh Khazaei Marin Litoiu 26 1 0 05 Feb 2024
On a Foundation Model for Operating Systems Divyanshu Saxena Nihal Sharma Donghyun Kim Rohit Dwivedula Jiayi Chen ... Alex Dimakis P. B. Godfrey Daehyeok Kim Chris Rossbach Gang Wang 61 2 0 13 Dec 2023
A Learned Cache Eviction Framework with Minimal Overhead Dongsheng Yang Daniel S. Berger Keqin Li Wyatt Lloyd 28 3 0 27 Jan 2023
Giving Feedback on Interactive Student Programs with Meta-Exploration Emmy Liu Moritz Stephan Allen Nie Chris Piech Emma Brunskill Chelsea Finn AI4Ed 104 7 0 16 Nov 2022
Rethinking Storage Management for Data Processing Pipelines in Cloud Data Centers Ubaid Ullah Hafeez Martin Maas Mustafa Uysal Richard McDougall 27 0 0 04 Nov 2022
Paging with Succinct Predictions A. Antoniadis J. Boyar Marek Eliáš Lene M. Favrholdt R. Hoeksma Kim S. Larsen Adam Polak Bertrand Simon OOD 67 17 0 06 Oct 2022
Ginex: SSD-enabled Billion-scale Graph Neural Network Training on a Single Machine via Provably Optimal In-memory Caching Yeonhong Park Sunhong Min Jae W. Lee GNN 60 38 0 19 Aug 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 101 35 0 15 May 2022
Analyzing a Caching Model Leon Sixt Emmy Liu Marie Pellat James Wexler Milad Hashemi Been Kim Been Kim Martin Maas 29 1 0 13 Dec 2021
Pythia: A Customizable Hardware Prefetching Framework Using Online Reinforcement Learning Rahul Bera Konstantinos Kanellopoulos Anant V. Nori Taha Shahroodi S. Subramoney O. Mutlu 86 82 0 24 Sep 2021
Robust Learning-Augmented Caching: An Experimental Study Jakub Chlkedowski Adam Polak Bartosz Szabucki Konrad Zolna OOD 50 20 0 28 Jun 2021
Imitation Learning: Progress, Taxonomies and Challenges Boyuan Zheng Sunny Verma Jianlong Zhou Ivor Tsang Fang Chen 171 88 0 23 Jun 2021
GRAPHSPY: Fused Program Semantic-Level Embedding via Graph Neural Networks for Dead Store Detection Yixin Guo Pengcheng Li Yingwei Luo Xiaolin Wang Zhenlin Wang GNN 33 1 0 18 Nov 2020
Online Paging with a Vanishing Regret Y. Emek S. Kutten Yangguang Shi 29 9 0 18 Nov 2020
Phoebe: Reuse-Aware Online Caching with Reinforcement Learning for Emerging Storage Models Nan Wu Pengcheng Li 51 7 0 13 Nov 2020
DEAP Cache: Deep Eviction Admission and Prefetching for Cache Ayush Mangal Jitesh Jain K. K. Guliani Omkar Bhalerao 8 2 0 19 Sep 2020
Decoupling Exploration and Exploitation for Meta-Reinforcement Learning without Sacrifices Emmy Liu Aditi Raghunathan Percy Liang Chelsea Finn OffRL 120 67 0 06 Aug 2020