Why should we add early exits to neural networks?

Why should we add early exits to neural networks?

27 April 2020

Simone Scardapane

Papers citing "Why should we add early exits to neural networks?"

19 / 19 papers shown

Title
On the Impact of Black-box Deployment Strategies for Edge AI on Latency and Model Performance Jaskirat Singh Emad Fallahzadeh Bram Adams Ahmed E. Hassan MQ 47 3 0 25 Mar 2024
NACHOS: Neural Architecture Search for Hardware Constrained Early Exit Neural Networks Matteo Gambella Jary Pomponi Simone Scardapane Manuel Roveri 35 2 0 24 Jan 2024
Learning Task-preferred Inference Routes for Gradient De-conflict in Multi-output DNNs Yi Sun Xin Xu Jiaqiang Li Xiaochang Hu Yifei Shi L. Zeng 56 2 0 31 May 2023
Training Neural Networks with Local Error Signals Arild Nøkland L. Eidnes 49 226 0 20 Jan 2019
Neural Ordinary Differential Equations T. Chen Yulia Rubanova J. Bettencourt David Duvenaud AI4CE 162 5,024 0 19 Jun 2018
Deep supervised learning using local errors Hesham Mostafa V. Ramesh Gert Cauwenberghs 45 113 0 17 Nov 2017
Three Factors Influencing Minima in SGD Stanislaw Jastrzebski Zachary Kenton Devansh Arpit Nicolas Ballas Asja Fischer Yoshua Bengio Amos Storkey 53 458 0 13 Nov 2017
FreezeOut: Accelerate Training by Progressively Freezing Layers Andrew Brock Theodore Lim J. Ritchie Nick Weston 32 123 0 15 Jun 2017
Learning Deep ResNet Blocks Sequentially using Boosting Theory Furong Huang Jordan T. Ash John Langford Robert Schapire 32 111 0 15 Jun 2017
Forward Thinking: Building and Training Neural Networks One Layer at a Time Chris Hettinger Tanner Christensen Ben Ehlert J. Humpherys Tyler J. Jarvis Sean Wade AI4CE 13 45 0 08 Jun 2017
Deep Laplacian Pyramid Networks for Fast and Accurate Super-Resolution Wei-Sheng Lai Jia-Bin Huang Narendra Ahuja Ming-Hsuan Yang SupR 88 2,435 0 12 Apr 2017
Layer-wise training of deep networks using kernel similarity Mandar M. Kulkarni Shirish S. Karande 23 35 0 21 Mar 2017
Modeling Relational Data with Graph Convolutional Networks Michael Schlichtkrull Thomas Kipf Peter Bloem Rianne van den Berg Ivan Titov Max Welling GNN 112 4,772 0 17 Mar 2017
Adaptive Neural Networks for Efficient Inference Tolga Bolukbasi Joseph Wang O. Dekel Venkatesh Saligrama 28 354 0 25 Feb 2017
A Unified Multi-scale Deep Convolutional Neural Network for Fast Object Detection Zhaowei Cai Quanfu Fan Rogerio Feris Nuno Vasconcelos ObjD 49 1,491 0 25 Jul 2016
DeeperCut: A Deeper, Stronger, and Faster Multi-Person Pose Estimation Model Eldar Insafutdinov L. Pishchulin Bjoern Andres Mykhaylo Andriluka Bernt Schiele 3DH 52 1,112 0 10 May 2016
XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks Mohammad Rastegari Vicente Ordonez Joseph Redmon Ali Farhadi MQ 118 4,342 0 16 Mar 2016
Attention to Scale: Scale-aware Semantic Image Segmentation Liang-Chieh Chen Yi Yang Jiang Wang Wei Xu Alan Yuille SSeg 70 1,316 0 10 Nov 2015
Deeply-Supervised Nets Chen-Yu Lee Saining Xie Patrick W. Gallagher Zhengyou Zhang Zhuowen Tu 191 2,229 0 18 Sep 2014