DeepIoT: Compressing Deep Neural Network Structures for Sensing Systems with a Compressor-Critic Framework

5 June 2017

Papers citing "DeepIoT: Compressing Deep Neural Network Structures for Sensing Systems with a Compressor-Critic Framework"

25 / 25 papers shown

Title
Efficient Multitask Learning on Resource-Constrained Systems Yubo Luo Le Zhang Zhenyu Wang S. Nirjon 17 9 0 25 Feb 2023
Edge-MultiAI: Multi-Tenancy of Latency-Sensitive Deep Learning Applications on Edge S. Zobaed Ali Mokhtari J. Champati M. Kourouma M. Salehi 21 9 0 14 Nov 2022
Designing and Training of Lightweight Neural Networks on Edge Devices using Early Halting in Knowledge Distillation Rahul Mishra Hari Prabhat Gupta 45 8 0 30 Sep 2022
A Review of the Convergence of 5G/6G Architecture and Deep Learning O. Odeyomi Olubiyi O. Akintade T. Olowu G. Záruba AILaw 3DV AI4TS 28 1 0 16 Aug 2022
Distributed Training for Deep Learning Models On An Edge Computing Network Using ShieldedReinforcement Learning Tanmoy Sen Haiying Shen OffRL 21 5 0 01 Jun 2022
Machine Learning for Microcontroller-Class Hardware: A Review Swapnil Sayan Saha S. Sandha Mani B. Srivastava 37 119 0 29 May 2022
FCN-Pose: A Pruned and Quantized CNN for Robot Pose Estimation for Constrained Devices M. Dantas I. R. R. Silva A. T. O. Filho Gibson B. N. Barbosa Daniel Bezerra D. Sadok J. Kelner M. Marquezini Ricardo F. D. Silva 19 1 0 26 May 2022
SmartDet: Context-Aware Dynamic Control of Edge Task Offloading for Mobile Object Detection Davide Callegaro Francesco Restuccia Marco Levorato 29 3 0 11 Jan 2022
MOHAQ: Multi-Objective Hardware-Aware Quantization of Recurrent Neural Networks Nesma M. Rezk Tomas Nordstrom D. Stathis Z. Ul-Abdin E. Aksoy A. Hemani MQ 30 1 0 02 Aug 2021
Compacting Deep Neural Networks for Internet of Things: Methods and Applications Ke Zhang Hanbo Ying Hongning Dai Lin Li Yuangyuang Peng Keyi Guo Hongfang Yu 28 38 0 20 Mar 2021
On Lightweight Privacy-Preserving Collaborative Learning for Internet of Things by Independent Random Projections Linshan Jiang Rui Tan Xin Lou Guosheng Lin 24 12 0 11 Dec 2020
Robustness and Transferability of Universal Attacks on Compressed Models Alberto G. Matachana Kenneth T. Co Luis Muñoz-González David Martínez Emil C. Lupu AAML 29 10 0 10 Dec 2020
Bringing AI To Edge: From Deep Learning's Perspective Di Liu Hao Kong Xiangzhong Luo Weichen Liu Ravi Subramaniam 57 117 0 25 Nov 2020
Scheduling Real-time Deep Learning Services as Imprecise Computations Shuochao Yao Yifan Hao Yiran Zhao Huajie Shao Dongxin Liu Shengzhong Liu Tianshi Wang Jinyang Li Tarek Abdelzaher 28 35 0 02 Nov 2020
Jointly Sparse Signal Recovery and Support Recovery via Deep Learning with Applications in MIMO-based Grant-Free Random Access Ying Cui Shuaichao Li Wanqing Zhang 24 62 0 05 Aug 2020
Model Pruning Enables Efficient Federated Learning on Edge Devices Yuang Jiang Shiqiang Wang Victor Valls Bongjun Ko Wei-Han Lee Kin K. Leung Leandros Tassiulas 38 447 0 26 Sep 2019
Distilling Knowledge From a Deep Pose Regressor Network Muhamad Risqi U. Saputra Pedro Porto Buarque de Gusmão Yasin Almalioglu Andrew Markham A. Trigoni 25 102 0 02 Aug 2019
Machine Learning at the Network Edge: A Survey M. G. Sarwar Murshed Chris Murphy Daqing Hou Nazar Khan Ganesh Ananthanarayanan Faraz Hussain 40 378 0 31 Jul 2019
Recurrent Neural Networks: An Embedded Computing Perspective Nesma M. Rezk M. Purnaprajna Tomas Nordstrom Z. Ul-Abdin 48 81 0 23 Jul 2019
Convergence of Edge Computing and Deep Learning: A Comprehensive Survey Xiaofei Wang Yiwen Han Victor C. M. Leung Dusit Niyato Xueqiang Yan Xu Chen 24 978 0 19 Jul 2019
STFNets: Learning Sensing Signals from the Time-Frequency Perspective with Short-Time Fourier Neural Networks Shuochao Yao Ailing Piao Wenjun Jiang Yiran Zhao Huajie Shao ... Tianshi Wang Shaohan Hu Lu Su Jiawei Han Tarek Abdelzaher AI4TS 38 78 0 21 Feb 2019
On Lightweight Privacy-Preserving Collaborative Learning for IoT Objects Linshan Jiang Rui Tan Xin Lou Guosheng Lin 16 45 0 13 Feb 2019
DeepCache: Principled Cache for Mobile Deep Vision Mengwei Xu Mengze Zhu Yunxin Liu F. Lin Xuanzhe Liu VLM 42 201 0 01 Dec 2017
RDeepSense: Reliable Deep Mobile Computing Models with Uncertainty Estimations Shuochao Yao Yiran Zhao Huajie Shao Aston Zhang Chao Zhang Shen Li Tarek Abdelzaher UQCV HAI 48 37 0 09 Sep 2017
Bayesian Convolutional Neural Networks with Bernoulli Approximate Variational Inference Y. Gal Zoubin Ghahramani UQCV BDL 213 745 0 06 Jun 2015