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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
Inspect, Understand, Overcome: A Survey of Practical Methods for AI Safety Sebastian Houben Stephanie Abrecht Maram Akila Andreas Bär Felix Brockherde ... Serin Varghese Michael Weber Sebastian J. Wirkert Tim Wirtz Matthias Woehrle AAML 126 58 0 29 Apr 2021
BM-NAS: Bilevel Multimodal Neural Architecture Search Yihang Yin Siyu Huang Xiang Zhang 84 27 0 19 Apr 2021
How Powerful are Performance Predictors in Neural Architecture Search? Colin White Arber Zela Binxin Ru Yang Liu Frank Hutter 64 129 0 02 Apr 2021
NAS-TC: Neural Architecture Search on Temporal Convolutions for Complex Action Recognition Pengzhen Ren Gang Xiao Xiaojun Chang Yun Xiao Zhihui Li Xiaojiang Chen ViT 74 4 0 17 Mar 2021
Mixed Variable Bayesian Optimization with Frequency Modulated Kernels Changyong Oh E. Gavves Max Welling 70 6 0 25 Feb 2021
Contrastive Self-supervised Neural Architecture Search Nam Nguyen Morris J Chang 37 20 0 21 Feb 2021
Neuroevolution in Deep Learning: The Role of Neutrality E. López 34 4 0 16 Feb 2021
AlphaNet: Improved Training of Supernets with Alpha-Divergence Dilin Wang Chengyue Gong Meng Li Qiang Liu Vikas Chandra 214 45 0 16 Feb 2021
CATE: Computation-aware Neural Architecture Encoding with Transformers Shen Yan Kaiqiang Song Z. Feng Mi Zhang 79 28 0 14 Feb 2021
Searching for Fast Model Families on Datacenter Accelerators Sheng Li Mingxing Tan Ruoming Pang Andrew Li Liqun Cheng Quoc V. Le N. Jouppi 90 34 0 10 Feb 2021
GIBBON: General-purpose Information-Based Bayesian OptimisatioN Henry B. Moss David S. Leslie Javier I. González Paul Rayson 83 44 0 05 Feb 2021
Towards Improving the Consistency, Efficiency, and Flexibility of Differentiable Neural Architecture Search Yibo Yang Shan You Hongyang Li Fei Wang Chao Qian Zhouchen Lin 84 49 0 27 Jan 2021
Multi-objective Search of Robust Neural Architectures against Multiple Types of Adversarial Attacks Jia-Wei Liu Yaochu Jin AAML OOD 70 37 0 16 Jan 2021
3D-ANAS: 3D Asymmetric Neural Architecture Search for Fast Hyperspectral Image Classification Haokui Zhang Chengrong Gong Yunpeng Bai Zongwen Bai Ying Li 49 27 0 12 Jan 2021
Advances in Electron Microscopy with Deep Learning Jeffrey M. Ede 86 3 0 04 Jan 2021
Discovering Robust Convolutional Architecture at Targeted Capacity: A Multi-Shot Approach Xuefei Ning Jiaqi Zhao Wenshuo Li Tianchen Zhao Yin Zheng Huazhong Yang Yu Wang AAML 95 5 0 22 Dec 2020
On the performance of deep learning for numerical optimization: an application to protein structure prediction H. Rakhshani L. Idoumghar Soheila Ghambari Julien Lepagnot Mathieu Brévilliers 52 9 0 17 Dec 2020
HEBO Pushing The Limits of Sample-Efficient Hyperparameter Optimisation Alexander I. Cowen-Rivers Wenlong Lyu Rasul Tutunov Zhi Wang Antoine Grosnit ... A. Maraval Hao Jianye Jun Wang Jan Peters H. Ammar 123 80 0 07 Dec 2020
NPAS: A Compiler-aware Framework of Unified Network Pruning and Architecture Search for Beyond Real-Time Mobile Acceleration Zhengang Li Geng Yuan Wei Niu Pu Zhao Yanyu Li ... Sijia Liu Kaiyuan Yang Bin Ren Yanzhi Wang Xue Lin MQ 100 27 0 01 Dec 2020
Optimizing the Neural Architecture of Reinforcement Learning Agents Nina Mazyavkina S. Moustafa I. Trofimov Evgeny Burnaev AI4CE 78 4 0 30 Nov 2020
Autonomous Graph Mining Algorithm Search with Best Speed/Accuracy Trade-off Minji Yoon Théophile Gervet Bryan Hooi Christos Faloutsos 57 18 0 26 Nov 2020
aw_nas: A Modularized and Extensible NAS framework Xuefei Ning Changcheng Tang Wenshuo Li Songyi Yang Tianchen Zhao Niansong Zhang Tianyi Lu Shuang Liang Huazhong Yang Yu Wang 61 5 0 25 Nov 2020
Large Scale Neural Architecture Search with Polyharmonic Splines Ulrich Finkler Michele Merler Yikang Shen Mayoore S. Jaiswal Hui Wu ... Chun-Fu Chen Minsik Cho David S. Kung Rogerio Feris Bishwaranjan Bhattacharjee AI4CE 33 1 0 20 Nov 2020
Neural Network Design: Learning from Neural Architecture Search Bas van Stein Hongya Wang Thomas Bäck 31 10 0 01 Nov 2020
Self-supervised Representation Learning for Evolutionary Neural Architecture Search Chen Wei Yiping Tang Chuang Niu Haihong Hu Yue Wang Jimin Liang 85 21 0 31 Oct 2020
Neural Architecture Search of SPD Manifold Networks R. Sukthanker Zhiwu Huang Suryansh Kumar Erik Goron Endsjo Yan Wu Luc Van Gool 99 14 0 27 Oct 2020
$μ$ NAS: Constrained Neural Architecture Search for Microcontrollers Edgar Liberis Łukasz Dudziak Nicholas D. Lane BDL 63 106 0 27 Oct 2020
AutoBSS: An Efficient Algorithm for Block Stacking Style Search Yikang Zhang Jian Zhang Zhaobai Zhong 71 4 0 20 Oct 2020
Neural Architecture Performance Prediction Using Graph Neural Networks Jovita Lukasik David Friede Heiner Stuckenschmidt Margret Keuper GNN AI4CE 101 12 0 19 Oct 2020
Direct Federated Neural Architecture Search Anubhav Garg Amit Kumar Saha Debo Dutta FedML 65 16 0 13 Oct 2020
ISTA-NAS: Efficient and Consistent Neural Architecture Search by Sparse Coding Yibo Yang Hongyang Li Shan You Fei Wang Chao Qian Zhouchen Lin 63 60 0 13 Oct 2020
Revisiting Neural Architecture Search Anubhav Garg Amit Kumar Saha Debo Dutta 15 2 0 12 Oct 2020
Smooth Variational Graph Embeddings for Efficient Neural Architecture Search Jovita Lukasik David Friede Arber Zela Frank Hutter Margret Keuper 79 19 0 09 Oct 2020
Parameter Optimization using high-dimensional Bayesian Optimization David Yenicelik 64 2 0 05 Oct 2020
BOSS: Bayesian Optimization over String Spaces Henry B. Moss Daniel Beck Javier I. González David S. Leslie Paul Rayson 81 69 0 02 Oct 2020
MS-RANAS: Multi-Scale Resource-Aware Neural Architecture Search Cristian Cioflan Radu Timofte 27 2 0 29 Sep 2020
Performance Indicator in Multilinear Compressive Learning D. Tran Moncef Gabbouj Alexandros Iosifidis 27 4 0 22 Sep 2020
Evolutionary Architecture Search for Graph Neural Networks Min Shi David A. Wilson Xingquan Zhu Yu Huang Zhuang Yuan Jianxun Liu Yufei Tang AI4CE 75 22 0 21 Sep 2020
Review: Deep Learning in Electron Microscopy Jeffrey M. Ede 191 80 0 17 Sep 2020
Understanding the wiring evolution in differentiable neural architecture search Sirui Xie Shou-Yong Hu Xinjiang Wang Chunxiao Liu Jianping Shi Xunying Liu Dahua Lin 76 9 0 02 Sep 2020
A Novel Training Protocol for Performance Predictors of Evolutionary Neural Architecture Search Algorithms Yizhou Sun Xian Sun Yuhan Fang Gary G. Yen 90 43 0 30 Aug 2020
Can weight sharing outperform random architecture search? An investigation with TuNAS Gabriel Bender Hanxiao Liu Bo Chen Grace Chu Shuyang Cheng Pieter-Jan Kindermans Quoc V. Le OOD 85 123 0 13 Aug 2020
Weight-Sharing Neural Architecture Search: A Battle to Shrink the Optimization Gap Lingxi Xie Xin Chen Kaifeng Bi Longhui Wei Yuhui Xu ... Lanfei Wang Anxiang Xiao Jianlong Chang Xiaopeng Zhang Qi Tian ViT 92 111 0 04 Aug 2020
A Preliminary Exploration into an Alternative CellLineNet: An Evolutionary Approach A. Nwachuku X. Palmer D. Akogo 96 0 0 26 Jul 2020
What and Where: Learn to Plug Adapters via NAS for Multi-Domain Learning Hanbin Zhao Hao Zeng Xin Qin Yongjian Fu Haibo Wang Bourahla Omar Xi Li 76 18 0 24 Jul 2020
AttentionNAS: Spatiotemporal Attention Cell Search for Video Classification Xiaofang Wang Xuehan Xiong Maxim Neumann A. Piergiovanni Michael S. Ryoo A. Angelova Kris Kitani Wei Hua 94 51 0 23 Jul 2020
Neural Architecture Search For LF-MMI Trained Time Delay Neural Networks Shoukang Hu Xurong Xie Shansong Liu Mingyu Cui Mengzhe Geng Xunying Liu Helen Meng 79 8 0 17 Jul 2020
A Study on Encodings for Neural Architecture Search Colin White Willie Neiswanger Sam Nolen Yash Savani AI4CE 70 74 0 09 Jul 2020
NASGEM: Neural Architecture Search via Graph Embedding Method Hsin-Pai Cheng Tunhou Zhang Yixing Zhang Shiyu Li Feng Liang Feng Yan Meng Li Vikas Chandra H. Li Yiran Chen GNN 85 19 0 08 Jul 2020
Efficient Nonmyopic Bayesian Optimization via One-Shot Multi-Step Trees Shali Jiang Daniel R. Jiang Maximilian Balandat Brian Karrer Jacob R. Gardner Roman Garnett 82 44 0 29 Jun 2020