Random Search and Reproducibility for Neural Architecture Search

20 February 2019

Papers citing "Random Search and Reproducibility for Neural Architecture Search"

29 / 129 papers shown

Title
Deeper Insights into Weight Sharing in Neural Architecture Search Yuge Zhang Zejun Lin Junyan Jiang Quanlu Zhang Yujing Wang Hui Xue Chen Zhang Yaming Yang 30 48 0 06 Jan 2020
NAS-Bench-201: Extending the Scope of Reproducible Neural Architecture Search Xuanyi Dong Yi Yang 38 695 0 02 Jan 2020
ResNetX: a more disordered and deeper network architecture Wenfeng Feng Xin Zhang Guangpeng Zhao 34 2 0 18 Dec 2019
UNAS: Differentiable Architecture Search Meets Reinforcement Learning Arash Vahdat Arun Mallya Ming-Yu Liu Jan Kautz 27 33 0 16 Dec 2019
Neural Predictor for Neural Architecture Search W. Wen Hanxiao Liu H. Li Yiran Chen Gabriel Bender Pieter-Jan Kindermans 34 194 0 02 Dec 2019
The Design and Implementation of a Scalable DL Benchmarking Platform Cheng-rong Li Abdul Dakkak Jinjun Xiong Wen-mei W. Hwu ALM ELM 19 4 0 19 Nov 2019
Automatic Design of CNNs via Differentiable Neural Architecture Search for PolSAR Image Classification Hongwei Dong Siyu Zhang B. Zou Lamei Zhang 16 47 0 16 Nov 2019
BANANAS: Bayesian Optimization with Neural Architectures for Neural Architecture Search Colin White W. Neiswanger Yash Savani BDL 31 313 0 25 Oct 2019
How does topology influence gradient propagation and model performance of deep networks with DenseNet-type skip connections? Kartikeya Bhardwaj Guihong Li R. Marculescu 30 1 0 02 Oct 2019
ReNAS:Relativistic Evaluation of Neural Architecture Search Yixing Xu Yunhe Wang Avishkar Bhoopchand Christopher Mattern A. Grabska-Barwinska Chunjing Xu Chang Xu 20 81 0 30 Sep 2019
Balanced One-shot Neural Architecture Optimization Renqian Luo Tao Qin Enhong Chen BDL 22 14 0 24 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
Pose Neural Fabrics Search Sen Yang Wankou Yang Zhen Cui 39 18 0 16 Sep 2019
Graph-guided Architecture Search for Real-time Semantic Segmentation Peiwen Lin Peng Sun Guangliang Cheng Sirui Xie Xi Li Jianping Shi GNN 3DPC 16 94 0 15 Sep 2019
Knowledge Transfer Graph for Deep Collaborative Learning Soma Minami Tsubasa Hirakawa Takayoshi Yamashita H. Fujiyoshi 20 9 0 10 Sep 2019
Feature Partitioning for Efficient Multi-Task Architectures Alejandro Newell Lu Jiang Chong-Jun Wang Li-Jia Li Jia Deng 22 17 0 12 Aug 2019
AutoGAN: Neural Architecture Search for Generative Adversarial Networks Xinyu Gong Shiyu Chang Yifan Jiang Zhangyang Wang GAN 32 263 0 11 Aug 2019
AutoML: A Survey of the State-of-the-Art Xin He Kaiyong Zhao X. Chu 20 1,419 0 02 Aug 2019
Efficient Novelty-Driven Neural Architecture Search Miao Zhang Huiqi Li Shirui Pan Taoping Liu Steven W. Su 20 1 0 22 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 24 603 0 12 Jul 2019
Weight Agnostic Neural Networks Adam Gaier David R Ha OOD 30 239 0 11 Jun 2019
Model Similarity Mitigates Test Set Overuse Horia Mania John Miller Ludwig Schmidt Moritz Hardt Benjamin Recht 20 50 0 29 May 2019
HARK Side of Deep Learning -- From Grad Student Descent to Automated Machine Learning O. Gencoglu M. Gils E. Guldogan Chamin Morikawa Mehmet Süzen M. Gruber J. Leinonen H. Huttunen 11 36 0 16 Apr 2019
Understanding Neural Architecture Search Techniques George Adam Jonathan Lorraine 31 45 0 31 Mar 2019
Single Path One-Shot Neural Architecture Search with Uniform Sampling Zichao Guo Xiangyu Zhang Haoyuan Mu Wen Heng Zechun Liu Yichen Wei Jian-jun Sun 22 928 0 31 Mar 2019
Addressing Model Vulnerability to Distributional Shifts over Image Transformation Sets Riccardo Volpi Vittorio Murino 31 29 0 28 Mar 2019
Tuning Hyperparameters without Grad Students: Scalable and Robust Bayesian Optimisation with Dragonfly Kirthevasan Kandasamy Karun Raju Vysyaraju W. Neiswanger Biswajit Paria Christopher R. Collins J. Schneider Barnabás Póczós Eric P. Xing 29 174 0 15 Mar 2019
A System for Massively Parallel Hyperparameter Tuning Liam Li Kevin G. Jamieson Afshin Rostamizadeh Ekaterina Gonina Moritz Hardt Benjamin Recht Ameet Talwalkar 18 370 0 13 Oct 2018
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 271 5,329 0 05 Nov 2016