Survey of Machine Learning Accelerators

Survey of Machine Learning Accelerators

1 September 2020

Albert Reuther

Peter Michaleas

Michael Jones

Papers citing "Survey of Machine Learning Accelerators"

13 / 13 papers shown

Title
Deep Photonic Reservoir Computer for Speech Recognition Enrico Picco Alessandro Lupo Serge Massar 18 4 0 11 Dec 2023
TinyissimoYOLO: A Quantized, Low-Memory Footprint, TinyML Object Detection Network for Low Power Microcontrollers Julian Moosmann Marco Giordano Christian Vogt Michele Magno MQ ObjD 23 20 0 22 May 2023
Exploiting Logic Locking for a Neural Trojan Attack on Machine Learning Accelerators Hongye Xu Dongfang Liu Cory E. Merkel Michael Zuzak AAML 14 2 0 12 Apr 2023
HammingMesh: A Network Topology for Large-Scale Deep Learning Torsten Hoefler Tommaso Bonato Daniele De Sensi Salvatore Di Girolamo Shigang Li Marco Heddes Jon Belk Deepak Goel Miguel Castro Steve Scott 3DH GNN AI4CE 32 20 0 03 Sep 2022
Socratic Models: Composing Zero-Shot Multimodal Reasoning with Language Andy Zeng Maria Attarian Brian Ichter K. Choromanski Adrian S. Wong ... Michael S. Ryoo Vikas Sindhwani Johnny Lee Vincent Vanhoucke Peter R. Florence ReLM LRM 49 574 0 01 Apr 2022
A photonic chip-based machine learning approach for the prediction of molecular properties Hui Zhang Jonathan Wei Zhong Lau Lingxiao Wan Liang Shi H. Cai Xianshu Luo Guo-qiang Lo Chee-Kong Lee L. Kwek Ajian Liu 35 10 0 03 Mar 2022
Benchmarking Resource Usage for Efficient Distributed Deep Learning Nathan C. Frey Baolin Li Joseph McDonald Dan Zhao Michael Jones David Bestor Devesh Tiwari V. Gadepally S. Samsi 35 9 0 28 Jan 2022
HEROv2: Full-Stack Open-Source Research Platform for Heterogeneous Computing Andreas Kurth Björn Forsberg Luca Benini 25 15 0 11 Jan 2022
Two Sparsities Are Better Than One: Unlocking the Performance Benefits of Sparse-Sparse Networks Kevin Lee Hunter Lawrence Spracklen Subutai Ahmad 25 20 0 27 Dec 2021
Implementation of a Binary Neural Network on a Passive Array of Magnetic Tunnel Junctions Jonathan M. Goodwill N. Prasad Brian D. Hoskins M. Daniels A. Madhavan ... M. Tran J. Katine Patrick M. Braganca M. D. Stiles Jabez J. McClelland 36 10 0 16 Dec 2021
AI Accelerator Survey and Trends Albert Reuther Peter Michaleas Michael Jones V. Gadepally S. Samsi J. Kepner 50 79 0 18 Sep 2021
From Domain-Specific Languages to Memory-Optimized Accelerators for Fluid Dynamics Karl F. A. Friebel Stephanie Soldavini G. Hempel C. Pilato J. Castrillón 35 9 0 06 Aug 2021
An optical neural network using less than 1 photon per multiplication Tianyu Wang Shifan Ma Logan G. Wright Tatsuhiro Onodera Brian C. Richard Peter L. McMahon 55 177 0 27 Apr 2021