Binary Early-Exit Network for Adaptive Inference on Low-Resource Devices

17 June 2022

Papers citing "Binary Early-Exit Network for Adaptive Inference on Low-Resource Devices"

15 / 15 papers shown

Title
Adaptive Inference through Early-Exit Networks: Design, Challenges and Directions Stefanos Laskaridis Alexandros Kouris Nicholas D. Lane TPM 113 121 0 09 Jun 2021
Why should we add early exits to neural networks? Simone Scardapane M. Scarpiniti E. Baccarelli A. Uncini 69 124 0 27 Apr 2020
The Right Tool for the Job: Matching Model and Instance Complexities Roy Schwartz Gabriel Stanovsky Swabha Swayamdipta Jesse Dodge Noah A. Smith 116 169 0 16 Apr 2020
MeliusNet: Can Binary Neural Networks Achieve MobileNet-level Accuracy? Joseph Bethge Christian Bartz Haojin Yang Ying-Cong Chen Christoph Meinel MQ 77 91 0 16 Jan 2020
Spoken Language Identification using ConvNets Sarthak Shikhar Shukla Govind Mittal 39 28 0 09 Oct 2019
Reducing Transformer Depth on Demand with Structured Dropout Angela Fan Edouard Grave Armand Joulin 120 596 0 25 Sep 2019
Back to Simplicity: How to Train Accurate BNNs from Scratch? Joseph Bethge Haojin Yang Marvin Bornstein Christoph Meinel AAML MQ 58 58 0 19 Jun 2019
Latent Weights Do Not Exist: Rethinking Binarized Neural Network Optimization K. Helwegen James Widdicombe Lukas Geiger Zechun Liu K. Cheng Roeland Nusselder MQ 51 114 0 05 Jun 2019
Bi-Real Net: Enhancing the Performance of 1-bit CNNs With Improved Representational Capability and Advanced Training Algorithm Zechun Liu Baoyuan Wu Wenhan Luo Xin Yang Wen Liu K. Cheng MQ 89 557 0 01 Aug 2018
Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition Pete Warden 103 1,627 0 09 Apr 2018
BranchyNet: Fast Inference via Early Exiting from Deep Neural Networks Surat Teerapittayanon Bradley McDanel H. T. Kung UQCV 99 1,151 0 06 Sep 2017
Adaptive Neural Networks for Efficient Inference Tolga Bolukbasi Joseph Wang O. Dekel Venkatesh Saligrama 55 357 0 25 Feb 2017
QuickNet: Maximizing Efficiency and Efficacy in Deep Architectures Tapabrata Ghosh 42 6 0 09 Jan 2017
Binarized Neural Networks Itay Hubara Daniel Soudry Ran El-Yaniv MQ 207 1,348 0 08 Feb 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,364 0 22 Dec 2014