Efficient Multi-objective Neural Architecture Search via Lamarckian Evolution

24 April 2018

Papers citing "Efficient Multi-objective Neural Architecture Search via Lamarckian Evolution"

48 / 248 papers shown

Title
Multi-Objective Evolutionary Design of Deep Convolutional Neural Networks for Image Classification Zhichao Lu Ian Whalen Yashesh D. Dhebar Kalyanmoy Deb E. Goodman W. Banzhaf Vishnu Naresh Boddeti 6 10 0 03 Dec 2019
Meta-Learning of Neural Architectures for Few-Shot Learning T. Elsken B. Staffler J. H. Metzen Frank Hutter 12 136 0 25 Nov 2019
ImmuNeCS: Neural Committee Search by an Artificial Immune System L. Frachon Wei Pang George Macleod Coghill 13 9 0 18 Nov 2019
Automatic Design of CNNs via Differentiable Neural Architecture Search for PolSAR Image Classification Hongwei Dong Siyu Zhang B. Zou Lamei Zhang 13 47 0 16 Nov 2019
RAPDARTS: Resource-Aware Progressive Differentiable Architecture Search Sam Green C. Vineyard Ryan L. Helinski Ç. Koç 17 3 0 08 Nov 2019
Efficient Decoupled Neural Architecture Search by Structure and Operation Sampling Heung-Chang Lee Do-Guk Kim Bohyung Han 28 6 0 23 Oct 2019
How can AI Automate End-to-End Data Science? Charu C. Aggarwal Djallel Bouneffouf Horst Samulowitz Beat Buesser T. Hoang ... Tejaswini Pedapati Parikshit Ram Ambrish Rawat Martin Wistuba Alexander G. Gray 77 14 0 22 Oct 2019
NASIB: Neural Architecture Search withIn Budget Abhishek Singh Anubhav Garg Jinan Zhou S. Dubey Debo Dutta 13 2 0 19 Oct 2019
Orchestrating the Development Lifecycle of Machine Learning-Based IoT Applications: A Taxonomy and Survey Bin Qian Jie Su Z. Wen D. N. Jha Yinhao Li ... Albert Y. Zomaya Omer F. Rana Lizhe Wang Maciej Koutny R. Ranjan 12 4 0 11 Oct 2019
Sub-Architecture Ensemble Pruning in Neural Architecture Search Yijun Bian Qingquan Song Mengnan Du Jun Yao Huanhuan Chen Xia Hu 14 14 0 01 Oct 2019
Automated design of error-resilient and hardware-efficient deep neural networks Christoph Schorn T. Elsken Sebastian Vogel Armin Runge A. Guntoro G. Ascheid AAML 17 32 0 30 Sep 2019
SkyNet: a Hardware-Efficient Method for Object Detection and Tracking on Embedded Systems Xiaofan Zhang Haoming Lu Cong Hao Jiachen Li Bowen Cheng ... Jinjun Xiong Thomas Huang Humphrey Shi Wen-mei W. Hwu Deming Chen 39 92 0 20 Sep 2019
Understanding and Robustifying Differentiable Architecture Search Arber Zela T. Elsken Tonmoy Saikia Yassine Marrakchi Thomas Brox Frank Hutter OOD AAML 66 366 0 20 Sep 2019
Genetic Neural Architecture Search for automatic assessment of human sperm images Erfan Miahi Seyed Abolghasem Mirroshandel Alexis Nasr 16 29 0 20 Sep 2019
Memory-Efficient Hierarchical Neural Architecture Search for Image Denoising Haokui Zhang Ying Li Hao Chen Chunhua Shen AI4CE 18 57 0 18 Sep 2019
CARS: Continuous Evolution for Efficient Neural Architecture Search Zhaohui Yang Yunhe Wang Xinghao Chen Boxin Shi Chao Xu Chunjing Xu Qi Tian Chang Xu 13 223 0 11 Sep 2019
Best Practices for Scientific Research on Neural Architecture Search Marius Lindauer Frank Hutter 6 142 0 05 Sep 2019
Neural Architecture Search by Estimation of Network Structure Distributions A. Muravev Jenni Raitoharju M. Gabbouj OOD 14 1 0 19 Aug 2019
Constrained Multi-Objective Optimization for Automated Machine Learning Steven Gardner Oleg Golovidov J. Griffin P. Koch W. Thompson B. Wujek Yan Xu 14 14 0 14 Aug 2019
AutoML: A Survey of the State-of-the-Art Xin He Kaiyong Zhao X. Chu 20 1,418 0 02 Aug 2019
Controlling Model Complexity in Probabilistic Model-Based Dynamic Optimization of Neural Network Structures Shota Saito Shinichi Shirakawa 11 3 0 15 Jul 2019
PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search Yuhui Xu Lingxi Xie Xiaopeng Zhang Xin Chen Guo-Jun Qi Qi Tian H. Xiong 22 603 0 12 Jul 2019
HyperNOMAD: Hyperparameter optimization of deep neural networks using mesh adaptive direct search Dounia Lakhmiri Sébastien Le Digabel C. Tribes 3DH 15 23 0 03 Jul 2019
SwiftNet: Using Graph Propagation as Meta-knowledge to Search Highly Representative Neural Architectures Hsin-Pai Cheng Tunhou Zhang Yukun Yang Feng Yan Shiyu Li Harris Teague H. Li Yiran Chen 9 11 0 19 Jun 2019
Transfer NAS: Knowledge Transfer between Search Spaces with Transformer Agents Zalan Borsos A. Khorlin Andrea Gesmundo 6 7 0 19 Jun 2019
Continual and Multi-Task Architecture Search Ramakanth Pasunuru Mohit Bansal CLL 20 48 0 12 Jun 2019
One-Shot Neural Architecture Search via Compressive Sensing Minsu Cho Mohammadreza Soltani C. Hegde 14 17 0 07 Jun 2019
Automated Machine Learning: State-of-The-Art and Open Challenges Radwa El Shawi Mohamed Maher Sherif Sakr 17 158 0 05 Jun 2019
Neural networks grown and self-organized by noise G. Raghavan Matt Thomson 12 13 0 03 Jun 2019
Efficient Forward Architecture Search Hanzhang Hu John Langford R. Caruana Saurajit Mukherjee Eric Horvitz Debadeepta Dey 17 40 0 31 May 2019
SpArSe: Sparse Architecture Search for CNNs on Resource-Constrained Microcontrollers Igor Fedorov Ryan P. Adams Matthew Mattina P. Whatmough 13 164 0 28 May 2019
Which Tasks Should Be Learned Together in Multi-task Learning? Trevor Scott Standley Amir Zamir Dawn Chen Leonidas J. Guibas Jitendra Malik Silvio Savarese 13 502 0 18 May 2019
AutoDispNet: Improving Disparity Estimation With AutoML Tonmoy Saikia Yassine Marrakchi Arber Zela Frank Hutter Thomas Brox 9 78 0 17 May 2019
Regularized Evolutionary Algorithm for Dynamic Neural Topology Search Cristiano Saltori Subhankar Roy N. Sebe Giovanni Iacca 19 7 0 15 May 2019
Tabular Benchmarks for Joint Architecture and Hyperparameter Optimization Aaron Klein Frank Hutter 15 91 0 13 May 2019
BayesNAS: A Bayesian Approach for Neural Architecture Search Hongpeng Zhou Minghao Yang Jun Wang Wei Pan BDL 11 196 0 13 May 2019
Differentiable Architecture Search with Ensemble Gumbel-Softmax Jianlong Chang Xinbang Zhang Yiwen Guo Gaofeng Meng Shiming Xiang Chunhong Pan 3DPC 25 18 0 06 May 2019
A Survey on Neural Architecture Search Martin Wistuba Ambrish Rawat Tejaswini Pedapati AI4CE 17 257 0 04 May 2019
Inductive Transfer for Neural Architecture Optimization Martin Wistuba Tejaswini Pedapati 10 9 0 08 Mar 2019
NAS-Bench-101: Towards Reproducible Neural Architecture Search Chris Ying Aaron Klein Esteban Real Eric Christiansen Kevin Patrick Murphy Frank Hutter 6 671 0 25 Feb 2019
Evolutionary Neural AutoML for Deep Learning J. Liang Elliot Meyerson B. Hodjat Daniel Fink Karl Mutch Risto Miikkulainen 12 105 0 18 Feb 2019
DVOLVER: Efficient Pareto-Optimal Neural Network Architecture Search Guillaume Michel M. Alaoui A. Lebois Amal Feriani Mehdi Felhi 3DV 17 9 0 05 Feb 2019
Learnable Embedding Space for Efficient Neural Architecture Compression Shengcao Cao Xiaofang Wang Kris M. Kitani 6 43 0 01 Feb 2019
Multi-Objective Reinforced Evolution in Mobile Neural Architecture Search Xiangxiang Chu Bo Zhang Ruijun Xu Hailong Ma 23 98 0 04 Jan 2019
NSGA-Net: Neural Architecture Search using Multi-Objective Genetic Algorithm Zhichao Lu Ian Whalen Vishnu Naresh Boddeti Yashesh D. Dhebar Kalyanmoy Deb E. Goodman W. Banzhaf 26 81 0 08 Oct 2018
BlockQNN: Efficient Block-wise Neural Network Architecture Generation Zhaobai Zhong Zichen Yang Boyang Deng Junjie Yan Wei Yu Wu Jing Shao Cheng-Lin Liu 6 113 0 16 Aug 2018
Squeeze-and-Excitation Networks Jie Hu Li Shen Samuel Albanie Gang Sun Enhua Wu 27 26,017 0 05 Sep 2017
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 269 5,326 0 05 Nov 2016