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Neural Architecture Search with Bayesian Optimisation and Optimal Transport

11 February 2018

Kirthevasan Kandasamy

Papers citing "Neural Architecture Search with Bayesian Optimisation and Optimal Transport"

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Title
A Collaboration Strategy in the Mining Pool for Proof-of-Neural-Architecture Consensus Boyang Albert Li Qing Lu Weiwen Jiang Taeho Jung Yiyu Shi 59 6 0 05 May 2022
Forecasting foreign exchange rates with regression networks tuned by Bayesian optimization Linwei Li P. Matt C. Heumann AI4TS 11 0 0 26 Apr 2022
TabNAS: Rejection Sampling for Neural Architecture Search on Tabular Datasets Chengrun Yang Gabriel Bender Hanxiao Liu Pieter-Jan Kindermans Madeleine Udell Yifeng Lu Quoc V. Le Da Huang LMTD 75 8 0 15 Apr 2022
PACE: A Parallelizable Computation Encoder for Directed Acyclic Graphs Zehao Dong Muhan Zhang Fuhai Li Yixin Chen CML GNN 111 19 0 19 Mar 2022
Meta-Learning of NAS for Few-shot Learning in Medical Image Applications Viet-Khoa Vo-Ho Kashu Yamazaki Hieu T. Hoang Minh-Triet Tran Ngan Le 43 4 0 16 Mar 2022
Learning Where To Look -- Generative NAS is Surprisingly Efficient Jovita Lukasik Steffen Jung Margret Keuper 68 15 0 16 Mar 2022
Automated Learning for Deformable Medical Image Registration by Jointly Optimizing Network Architectures and Objective Functions Xin-Yue Fan Zi Li Ziyang Li Xiaolin Wang Risheng Liu Zhongxuan Luo Hao Huang 97 12 0 14 Mar 2022
Towards Less Constrained Macro-Neural Architecture Search Vasco Lopes L. A. Alexandre 91 5 0 10 Mar 2022
Scalable Bayesian Optimization Using Vecchia Approximations of Gaussian Processes Felix Jimenez Matthias Katzfuss 67 10 0 02 Mar 2022
SUTD-PRCM Dataset and Neural Architecture Search Approach for Complex Metasurface Design Tianning Zhang Y. Ang Erping Li C. Kee L. Ang 22 2 0 24 Feb 2022
Supervising the Multi-Fidelity Race of Hyperparameter Configurations Martin Wistuba Arlind Kadra Josif Grabocka 100 15 0 20 Feb 2022
Neural Architecture Search for Dense Prediction Tasks in Computer Vision T. Elsken Arber Zela J. H. Metzen B. Staffler Thomas Brox Abhinav Valada Frank Hutter OOD 66 19 0 15 Feb 2022
Hyper-Tune: Towards Efficient Hyper-parameter Tuning at Scale Yang Li Yu Shen Huaijun Jiang Wentao Zhang Jixiang Li Ji Liu Ce Zhang Tengjiao Wang 64 26 0 18 Jan 2022
Towards Automated Error Analysis: Learning to Characterize Errors Tong Gao Shivang Singh Raymond J. Mooney 45 1 0 13 Jan 2022
Neural Architecture Search For LF-MMI Trained Time Delay Neural Networks Shou-Yong Hu Xurong Xie Mingyu Cui Jiajun Deng Shansong Liu Jianwei Yu Mengzhe Geng Xunying Liu Helen Meng 99 27 0 08 Jan 2022
Transformers Can Do Bayesian Inference Samuel G. Müller Noah Hollmann Sebastian Pineda Arango Josif Grabocka Frank Hutter BDL UQCV 104 170 0 20 Dec 2021
Automated Deep Learning: Neural Architecture Search Is Not the End Xuanyi Dong D. Kedziora Katarzyna Musial Bogdan Gabrys 126 27 0 16 Dec 2021
Manas: Mining Software Repositories to Assist AutoML Giang Nguyen Johir Islam Rangeet Pan Hridesh Rajan 56 15 0 06 Dec 2021
Mixed Precision Low-bit Quantization of Neural Network Language Models for Speech Recognition Junhao Xu Jianwei Yu Shoukang Hu Xunying Liu Helen Meng MQ 107 15 0 29 Nov 2021
Guided Sampling-based Evolutionary Deep Neural Network for Intelligent Fault Diagnosis Arun K. Sharma N. Verma 95 2 0 12 Nov 2021
NAS-Bench-x11 and the Power of Learning Curves Shen Yan Colin White Yash Savani Frank Hutter 69 28 0 05 Nov 2021
In Search of Probeable Generalization Measures Jonathan Jaegerman Khalil Damouni M. M. Ankaralı Konstantinos N. Plataniotis 56 2 0 23 Oct 2021
ProxyBO: Accelerating Neural Architecture Search via Bayesian Optimization with Zero-cost Proxies Yu Shen Yang Li Jian Zheng Wentao Zhang Peng Yao Jixiang Li Sen Yang Ji Liu Cui Bin AI4CE 132 30 0 20 Oct 2021
NAS-HPO-Bench-II: A Benchmark Dataset on Joint Optimization of Convolutional Neural Network Architecture and Training Hyperparameters Yoichi Hirose Nozomu Yoshinari Shinichi Shirakawa 58 13 0 19 Oct 2021
Neural Architecture Search for Efficient Uncalibrated Deep Photometric Stereo Francesco Sarno Suryansh Kumar Berk Kaya Zhiwu Huang V. Ferrari Luc Van Gool 64 8 0 11 Oct 2021
An Analysis of Super-Net Heuristics in Weight-Sharing NAS Kaicheng Yu René Ranftl Mathieu Salzmann 75 6 0 04 Oct 2021
$L$^{2}$NAS: Learning to Optimize Neural Architectures via Continuous-Action Reinforcement Learning$ L $^{2}$ NAS: Learning to Optimize Neural Architectures via Continuous-Action Reinforcement Learning Keith G. Mills Fred X. Han Mohammad Salameh Seyed Saeed Changiz Rezaei Linglong Kong Wei Lu Shuo Lian Shangling Jui Di Niu 74 10 0 25 Sep 2021
DHA: End-to-End Joint Optimization of Data Augmentation Policy, Hyper-parameter and Architecture Kaichen Zhou Lanqing Hong Shuailiang Hu Fengwei Zhou Binxin Ru Jiashi Feng Zhenguo Li 84 10 0 13 Sep 2021
Efficient Visual Recognition with Deep Neural Networks: A Survey on Recent Advances and New Directions Yang Wu Dingheng Wang Xiaotong Lu Fan Yang Guoqi Li W. Dong Jianbo Shi 100 18 0 30 Aug 2021
Understanding and Accelerating Neural Architecture Search with Training-Free and Theory-Grounded Metrics Wuyang Chen Xinyu Gong Junru Wu Yunchao Wei Humphrey Shi Zhicheng Yan Yi Yang Zhangyang Wang 76 10 0 26 Aug 2021
iDARTS: Improving DARTS by Node Normalization and Decorrelation Discretization Huiqun Wang Ruijie Yang Di Huang Yunhong Wang 59 27 0 25 Aug 2021
D-DARTS: Distributed Differentiable Architecture Search Alexandre Heuillet Hedi Tabia Hichem Arioui K. Youcef-Toumi 68 1 0 20 Aug 2021
Sonic: A Sampling-based Online Controller for Streaming Applications Yan Pei K. Pingali 62 0 0 15 Aug 2021
Is Differentiable Architecture Search truly a One-Shot Method? Jonas Geiping Jovita Lukasik Margret Keuper Michael Moeller 90 0 0 12 Aug 2021
Accelerating Evolutionary Neural Architecture Search via Multi-Fidelity Evaluation Shangshang Yang Ye Tian Xiaoshu Xiang Shichen Peng Xing-yi Zhang 58 22 0 10 Aug 2021
Bias Loss for Mobile Neural Networks L. Abrahamyan Valentin Ziatchin Yiming Chen Nikos Deligiannis 36 14 0 23 Jul 2021
Rates of Estimation of Optimal Transport Maps using Plug-in Estimators via Barycentric Projections Nabarun Deb Promit Ghosal B. Sen OT 121 75 0 04 Jul 2021
Mutation is all you need Lennart Schneider Florian Pfisterer Martin Binder B. Bischl BDL 92 4 0 04 Jul 2021
Rapid Neural Architecture Search by Learning to Generate Graphs from Datasets Hayeon Lee Eunyoung Hyung Sung Ju Hwang 92 43 0 02 Jul 2021
Latency-Aware Neural Architecture Search with Multi-Objective Bayesian Optimization David Eriksson P. Chuang Sam Daulton Peng Xia Akshat Shrivastava Arun Babu Shicong Zhao Ahmed Aly Ganesh Venkatesh Maximilian Balandat BDL 87 16 0 22 Jun 2021
Layer Folding: Neural Network Depth Reduction using Activation Linearization Amir Ben Dror Niv Zehngut Avraham Raviv E. Artyomov Ran Vitek R. Jevnisek 60 21 0 17 Jun 2021
High-Dimensional Bayesian Optimisation with Variational Autoencoders and Deep Metric Learning Antoine Grosnit Rasul Tutunov A. Maraval Ryan-Rhys Griffiths Alexander I. Cowen-Rivers ... Wenlong Lyu Zhitang Chen Jun Wang Jan Peters Haitham Bou-Ammar BDL DRL 95 61 0 07 Jun 2021
A Survey on Optimal Transport for Machine Learning: Theory and Applications Luis Caicedo Torres Luiz Manella Pereira M. Amini OOD OT 87 47 0 03 Jun 2021
FNAS: Uncertainty-Aware Fast Neural Architecture Search Jihao Liu Ming Zhang Yangting Sun B. Liu Guanglu Song Yu Liu Hongsheng Li 84 7 0 25 May 2021
Generative Adversarial Neural Architecture Search Seyed Saeed Changiz Rezaei Fred X. Han Di Niu Mohammad Salameh Keith G. Mills Shuo Lian Wei Lu Shangling Jui 39 12 0 19 May 2021
Neighborhood-Aware Neural Architecture Search Xiaofang Wang Shengcao Cao Mengtian Li Kris Kitani 165 6 0 13 May 2021
Graph-based Neural Architecture Search with Operation Embeddings Michail Chatzianastasis George Dasoulas Georgios Siolas Michalis Vazirgiannis AI4CE 80 10 0 11 May 2021
Personalized Algorithm Generation: A Case Study in Learning ODE Integrators Yue Guo Felix Dietrich Tom S. Bertalan Danimir T. Doncevic Manuel Dahmen Ioannis G. Kevrekidis Qianxiao Li 77 11 0 04 May 2021
Bag of Baselines for Multi-objective Joint Neural Architecture Search and Hyperparameter Optimization Julia Guerrero-Viu Sven Hauns Sergio Izquierdo Guilherme Miotto Simon Schrodi André Biedenkapp T. Elsken Difan Deng Marius Lindauer Frank Hutter AI4CE 74 27 0 03 May 2021
Discovering Diverse Athletic Jumping Strategies Zhiqi Yin Zeshi Yang M. van de Panne KangKang Yin 94 46 0 02 May 2021