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Designing Adaptive Neural Networks for Energy-Constrained Image Classification

5 August 2018

Papers citing "Designing Adaptive Neural Networks for Energy-Constrained Image Classification"

23 / 23 papers shown

Title
NACHOS: Neural Architecture Search for Hardware Constrained Early Exit Neural Networks Matteo Gambella Jary Pomponi Simone Scardapane Manuel Roveri 84 2 0 24 Jan 2024
DCT Perceptron Layer: A Transform Domain Approach for Convolution Layer Hongyi Pan Xin Zhu S. Atici Ahmet Enis Cetin 106 6 0 15 Nov 2022
Trustworthy Graph Neural Networks: Aspects, Methods and Trends He Zhang Bang Wu Lizhen Qu Shirui Pan Hanghang Tong Jian Pei 139 110 0 16 May 2022
Block Walsh-Hadamard Transform Based Binary Layers in Deep Neural Networks Hongyi Pan Diaa Badawi Ahmet Enis Cetin 71 19 0 07 Jan 2022
A survey on multi-objective hyperparameter optimization algorithms for Machine Learning A. Hernández I. Nieuwenhuyse Sebastian Rojas Gonzalez 72 103 0 23 Nov 2021
Towards Green Automated Machine Learning: Status Quo and Future Directions Tanja Tornede Alexander Tornede Jonas Hanselle Marcel Wever F. Mohr Eyke Hüllermeier 124 38 0 10 Nov 2021
Sustainable AI: Environmental Implications, Challenges and Opportunities Carole-Jean Wu Ramya Raghavendra Udit Gupta Bilge Acun Newsha Ardalani ... Maximilian Balandat Joe Spisak R. Jain Michael G. Rabbat K. Hazelwood 157 417 0 30 Oct 2021
Trustworthy AI: A Computational Perspective Haochen Liu Yiqi Wang Wenqi Fan Xiaorui Liu Yaxin Li Shaili Jain Yunhao Liu Anil K. Jain Jiliang Tang FaML 192 212 0 12 Jul 2021
AppealNet: An Efficient and Highly-Accurate Edge/Cloud Collaborative Architecture for DNN Inference Min Li Yu Li Ye Tian Li Jiang Qiang Xu 83 35 0 10 May 2021
Fast Walsh-Hadamard Transform and Smooth-Thresholding Based Binary Layers in Deep Neural Networks Hongyi Pan Diaa Badawi Ahmet Enis Cetin 91 21 0 14 Apr 2021
Enabling Design Methodologies and Future Trends for Edge AI: Specialization and Co-design Cong Hao Jordan Dotzel Jinjun Xiong Luca Benini Zhiru Zhang Deming Chen 113 37 0 25 Mar 2021
SETGAN: Scale and Energy Trade-off GANs for Image Applications on Mobile Platforms Nitthilan Kanappan Jayakodi J. Doppa P. Pande GAN 64 4 0 23 Mar 2021
Third ArchEdge Workshop: Exploring the Design Space of Efficient Deep Neural Networks Fuxun Yu Dimitrios Stamoulis Di Wang Dimitrios Lymberopoulos Xiang Chen 3DV 51 1 0 22 Nov 2020
Calibration-Aided Edge Inference Offloading via Adaptive Model Partitioning of Deep Neural Networks R. G. Pacheco R. S. Couto Osvaldo Simeone 64 25 0 30 Oct 2020
ConfuciuX: Autonomous Hardware Resource Assignment for DNN Accelerators using Reinforcement Learning Sheng-Chun Kao Geonhwa Jeong T. Krishna 111 96 0 04 Sep 2020
One Weight Bitwidth to Rule Them All Ting-Wu Chin P. Chuang Vikas Chandra Diana Marculescu MQ 67 25 0 22 Aug 2020
HourNAS: Extremely Fast Neural Architecture Search Through an Hourglass Lens Zhaohui Yang Yunhe Wang Xinghao Chen Jianyuan Guo Wei Zhang Chao Xu Chunjing Xu Dacheng Tao Chang Xu 93 17 0 29 May 2020
Single-Path Mobile AutoML: Efficient ConvNet Design and NAS Hyperparameter Optimization Dimitrios Stamoulis Ruizhou Ding Di Wang Dimitrios Lymberopoulos B. Priyantha Jie Liu Diana Marculescu 59 34 0 01 Jul 2019
Edge Intelligence: Paving the Last Mile of Artificial Intelligence with Edge Computing Zhi Zhou Xu Chen En Li Liekang Zeng Ke Luo Junshan Zhang 114 1,450 0 24 May 2019
Towards Efficient Model Compression via Learned Global Ranking Ting-Wu Chin Ruizhou Ding Cha Zhang Diana Marculescu 83 171 0 28 Apr 2019
Single-Path NAS: Designing Hardware-Efficient ConvNets in less than 4 Hours Dimitrios Stamoulis Ruizhou Ding Di Wang Dimitrios Lymberopoulos B. Priyantha Jie Liu Diana Marculescu 73 285 0 05 Apr 2019
FLightNNs: Lightweight Quantized Deep Neural Networks for Fast and Accurate Inference Ruizhou Ding Z. Liu Ting-Wu Chin Diana Marculescu R. D. R. D. Blanton MQ 65 26 0 05 Apr 2019
Hardware-Aware Machine Learning: Modeling and Optimization Diana Marculescu Dimitrios Stamoulis E. Cai 67 45 0 14 Sep 2018