DiffTune: Optimizing CPU Simulator Parameters with Learned
Differentiable Surrogates

DiffTune: Optimizing CPU Simulator Parameters with Learned Differentiable Surrogates

8 October 2020

Papers citing "DiffTune: Optimizing CPU Simulator Parameters with Learned Differentiable Surrogates"

14 / 14 papers shown

Title
Accelerating Computer Architecture Simulation through Machine Learning Wajid Ali Ayaz Akram AI4CE 21 0 0 28 Feb 2024
Learning Generalizable Program and Architecture Representations for Performance Modeling Lingda Li T. Flynn A. Hoisie 32 1 0 25 Oct 2023
Turaco: Complexity-Guided Data Sampling for Training Neural Surrogates of Programs Alex Renda Yi Ding Michael Carbin 17 1 0 21 Sep 2023
Zero Grads: Learning Local Surrogate Losses for Non-Differentiable Graphics Michael Fischer Tobias Ritschel 27 2 0 10 Aug 2023
NPS: A Framework for Accurate Program Sampling Using Graph Neural Network Yuanwei Fang Zihao Liu YanHeng Lu Jiawei Liu Jiajie Li Yingqi Jin Jing Chen Yen-kuang Chen Hongzhong Zheng Yuan Xie MLAU 24 2 0 18 Apr 2023
AI Augmented Edge and Fog Computing: Trends and Challenges Shreshth Tuli Fatemeh Mirhakimi Samodha Pallewatta Syed Zawad G. Casale B. Javadi Feng Yan Rajkumar Buyya N. Jennings 23 56 0 01 Aug 2022
Unsupervised Learning for Combinatorial Optimization with Principled Objective Relaxation Haoyu Wang Nan Wu Hang Yang Cong Hao Pan Li 37 30 0 13 Jul 2022
At the Locus of Performance: Quantifying the Effects of Copious 3D-Stacked Cache on HPC Workloads Jens Domke Emil Vatai Balazs Gerofi Yuetsu Kodama M. Wahib ... Miquel Pericas Lingqi Zhang Peng Chen Aleksandr Drozd Satoshi Matsuoka 17 1 0 05 Apr 2022
Programming with Neural Surrogates of Programs Alex Renda Yi Ding Michael Carbin 16 2 0 12 Dec 2021
Amortized Synthesis of Constrained Configurations Using a Differentiable Surrogate Xingyuan Sun Tianju Xue Szymon Rusinkiewicz Ryan P. Adams AI4CE 28 11 0 16 Jun 2021
SimNet: Accurate and High-Performance Computer Architecture Simulation using Deep Learning Lingda Li Santosh Pandey T. Flynn Hang Liu Noel Wheeler A. Hoisie 22 7 0 12 May 2021
Mind Mappings: Enabling Efficient Algorithm-Accelerator Mapping Space Search Kartik Hegde Po-An Tsai Sitao Huang Vikas Chandra A. Parashar Christopher W. Fletcher 26 92 0 02 Mar 2021
A Survey of Machine Learning for Computer Architecture and Systems Nan Wu Yuan Xie AI4TS AI4CE 20 145 0 16 Feb 2021
The Tribes of Machine Learning and the Realm of Computer Architecture Ayaz Akram Jason Lowe-Power AI4CE 12 2 0 07 Dec 2020