Designing Neural Network Architectures using Reinforcement Learning

7 November 2016

Papers citing "Designing Neural Network Architectures using Reinforcement Learning"

38 / 238 papers shown

Title
An Adaptive Locally Connected Neuron Model: Focusing Neuron F. Boray Tek 27 5 0 31 Aug 2018
Automatically designing CNN architectures using genetic algorithm for image classification Yizhou Sun Bing Xue Mengjie Zhang Gary G. Yen 3DV 27 603 0 11 Aug 2018
Teacher Guided Architecture Search P. Bashivan Mark Tensen J. DiCarlo 3DV 37 27 0 04 Aug 2018
GeneSys: Enabling Continuous Learning through Neural Network Evolution in Hardware A. Samajdar Parth Mannan K. Garg T. Krishna 21 20 0 03 Aug 2018
Speeding up the Hyperparameter Optimization of Deep Convolutional Neural Networks Tobias Hinz Nicolás Navarro-Guerrero S. Magg S. Wermter 27 104 0 19 Jul 2018
Auto Deep Compression by Reinforcement Learning Based Actor-Critic Structure Hamed Hakkak OffRL AI4CE 15 1 0 08 Jul 2018
Auto-Keras: An Efficient Neural Architecture Search System Haifeng Jin Qingquan Song Xia Hu 40 795 0 27 Jun 2018
Constructing Deep Neural Networks by Bayesian Network Structure Learning R. Y. Rohekar Shami Nisimov Yaniv Gurwicz G. Koren Gal Novik BDL 12 26 0 24 Jun 2018
Resource-Efficient Neural Architect Yanqi Zhou S. Ebrahimi Sercan Ö. Arik Haonan Yu Hairong Liu G. Diamos 22 64 0 12 Jun 2018
Auto-Meta: Automated Gradient Based Meta Learner Search Jaehong Kim Sangyeul Lee Sungwan Kim Moonsu Cha Jung Kwon Lee Youngduck Choi Yongseok Choi Dong-Yeon Cho Jiwon Kim AI4CE 33 39 0 11 Jun 2018
Path-Level Network Transformation for Efficient Architecture Search Han Cai Jiacheng Yang Weinan Zhang Song Han Yong Yu 27 210 0 07 Jun 2018
EIGEN: Ecologically-Inspired GENetic Approach for Neural Network Structure Searching from Scratch Jian Ren Zhe Li Jianchao Yang N. Xu Tianbao Yang D. Foran 35 17 0 05 Jun 2018
TAPAS: Train-less Accuracy Predictor for Architecture Search R. Istrate F. Scheidegger G. Mariani Dimitrios S. Nikolopoulos C. Bekas A. Malossi OOD 32 75 0 01 Jun 2018
AutoAugment: Learning Augmentation Policies from Data E. D. Cubuk Barret Zoph Dandelion Mané Vijay Vasudevan Quoc V. Le 63 1,758 0 24 May 2018
Neural Architecture Search using Deep Neural Networks and Monte Carlo Tree Search Linnan Wang Yiyang Zhao Yuu Jinnai Yuandong Tian Rodrigo Fonseca BDL 33 50 0 18 May 2018
Efficient Multi-objective Neural Architecture Search via Lamarckian Evolution T. Elsken J. H. Metzen Frank Hutter 131 499 0 24 Apr 2018
Crafting a Toolchain for Image Restoration by Deep Reinforcement Learning K. Yu Chao Dong Liang Lin Chen Change Loy CLL OffRL 27 174 0 10 Apr 2018
Efficient Image Dataset Classification Difficulty Estimation for Predicting Deep-Learning Accuracy F. Scheidegger R. Istrate G. Mariani Luca Benini C. Bekas C. Malossi VLM 37 44 0 26 Mar 2018
From Nodes to Networks: Evolving Recurrent Neural Networks Aditya Rawal Risto Miikkulainen 18 53 0 12 Mar 2018
Exploiting the Potential of Standard Convolutional Autoencoders for Image Restoration by Evolutionary Search Masanori Suganuma Mete Ozay Takayuki Okatani 22 87 0 01 Mar 2018
Demystifying Parallel and Distributed Deep Learning: An In-Depth Concurrency Analysis Tal Ben-Nun Torsten Hoefler GNN 33 703 0 26 Feb 2018
AMC: AutoML for Model Compression and Acceleration on Mobile Devices Yihui He Ji Lin Zhijian Liu Hanrui Wang Li-Jia Li Song Han 35 1,342 0 10 Feb 2018
Effective Building Block Design for Deep Convolutional Neural Networks using Search Jayanta K. Dutta Jiayi Liu Unmesh Kurup Mohak Shah 3DV 32 11 0 25 Jan 2018
Learning to Prune Filters in Convolutional Neural Networks Qiangui Huang S. Kevin Zhou Suya You Ulrich Neumann VLM 28 177 0 23 Jan 2018
GitGraph - Architecture Search Space Creation through Frequent Computational Subgraph Mining Kamil Bennani-Smires C. Musat Andreea Hossmann Michael Baeriswyl GNN 18 0 0 16 Jan 2018
Simple And Efficient Architecture Search for Convolutional Neural Networks T. Elsken J. H. Metzen Frank Hutter 36 230 0 13 Nov 2017
Evolving Deep Convolutional Neural Networks for Image Classification Yizhou Sun Bing Xue Mengjie Zhang Gary G. Yen ODL 35 568 0 30 Oct 2017
Neural Optimizer Search with Reinforcement Learning Irwan Bello Barret Zoph Vijay Vasudevan Quoc V. Le ODL 29 383 0 21 Sep 2017
Evolution of Convolutional Highway Networks Oliver Kramer 19 11 0 11 Sep 2017
Squeeze-and-Excitation Networks Jie Hu Li Shen Samuel Albanie Gang Sun Enhua Wu 84 26,062 0 05 Sep 2017
Data-Driven Sparse Structure Selection for Deep Neural Networks Zehao Huang Naiyan Wang 53 558 0 05 Jul 2017
Hyperparameter Optimization: A Spectral Approach Elad Hazan Adam R. Klivans Yang Yuan 27 118 0 02 Jun 2017
Accelerating Neural Architecture Search using Performance Prediction Bowen Baker O. Gupta Ramesh Raskar Nikhil Naik 15 30 0 30 May 2017
DeepArchitect: Automatically Designing and Training Deep Architectures Renato M. P. Negrinho Geoffrey J. Gordon 25 185 0 28 Apr 2017
A Genetic Programming Approach to Designing Convolutional Neural Network Architectures Masanori Suganuma Shinichi Shirakawa T. Nagao 22 587 0 03 Apr 2017
Large-Scale Evolution of Image Classifiers Esteban Real Sherry Moore Andrew Selle Saurabh Saxena Y. Suematsu Jie Tan Quoc V. Le Alexey Kurakin 18 1,628 0 03 Mar 2017
Deep Reinforcement Learning: An Overview Yuxi Li OffRL VLM 104 1,503 0 25 Jan 2017
AdaNet: Adaptive Structural Learning of Artificial Neural Networks Corinna Cortes X. Gonzalvo Vitaly Kuznetsov M. Mohri Scott Yang 29 282 0 05 Jul 2016