Hardware Acceleration of Sparse and Irregular Tensor Computations of ML
Models: A Survey and Insights

Hardware Acceleration of Sparse and Irregular Tensor Computations of ML Models: A Survey and Insights

2 July 2020

Riyadh Baghdadi

Sasikanth Avancha

Aviral Shrivastava

Papers citing "Hardware Acceleration of Sparse and Irregular Tensor Computations of ML Models: A Survey and Insights"

14 / 14 papers shown

Title
Combining Neural Architecture Search and Automatic Code Optimization: A Survey Inas Bachiri Hadjer Benmeziane Smail Niar Riyadh Baghdadi Hamza Ouarnoughi Abdelkrime Aries 40 0 0 07 Aug 2024
STen: Productive and Efficient Sparsity in PyTorch Andrei Ivanov Nikoli Dryden Tal Ben-Nun Saleh Ashkboos Torsten Hoefler 30 4 0 15 Apr 2023
Training Large Language Models Efficiently with Sparsity and Dataflow V. Srinivasan Darshan Gandhi Urmish Thakker R. Prabhakar MoE 28 6 0 11 Apr 2023
Spatial Mixture-of-Experts Nikoli Dryden Torsten Hoefler MoE 24 9 0 24 Nov 2022
Photonic Reconfigurable Accelerators for Efficient Inference of CNNs with Mixed-Sized Tensors Sairam Sri Vatsavai Ishan G. Thakkar 19 9 0 12 Jul 2022
Machine Learning for Microcontroller-Class Hardware: A Review Swapnil Sayan Saha S. Sandha Mani B. Srivastava 19 117 0 29 May 2022
Special Session: Towards an Agile Design Methodology for Efficient, Reliable, and Secure ML Systems Shail Dave Alberto Marchisio Muhammad Abdullah Hanif Amira Guesmi Aviral Shrivastava Ihsen Alouani Muhammad Shafique 23 13 0 18 Apr 2022
Computing Graph Neural Networks: A Survey from Algorithms to Accelerators S. Abadal Akshay Jain Robert Guirado Jorge López-Alonso Eduard Alarcón GNN 25 225 0 30 Sep 2020
Benchmarking TinyML Systems: Challenges and Direction Colby R. Banbury Vijay Janapa Reddi Max Lam William Fu A. Fazel ... Jae-sun Seo Jeff Sieracki Urmish Thakker Marian Verhelst Poonam Yadav 98 228 0 10 Mar 2020
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 280 10,613 0 19 Feb 2017
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Z. Tu Kaiming He 294 10,216 0 16 Nov 2016
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Z. Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 716 6,743 0 26 Sep 2016
Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural Networks Martin Engelcke Dushyant Rao Dominic Zeng Wang Chi Hay Tong Ingmar Posner 3DPC 192 521 0 21 Sep 2016
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 440 15,637 0 02 Nov 2015