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Hierarchical Representations for Efficient Architecture Search

1 November 2017

Papers citing "Hierarchical Representations for Efficient Architecture Search"

50 / 448 papers shown

Title
DNArch: Learning Convolutional Neural Architectures by Backpropagation David W. Romero Neil Zeghidour AI4CE 56 4 0 10 Feb 2023
ZiCo: Zero-shot NAS via Inverse Coefficient of Variation on Gradients Guihong Li Yuedong Yang Kartikeya Bhardwaj R. Marculescu 117 63 0 26 Jan 2023
Neural Architecture Search: Insights from 1000 Papers Colin White Mahmoud Safari R. Sukthanker Binxin Ru T. Elsken Arber Zela Debadeepta Dey Frank Hutter 3DV AI4CE 129 142 0 20 Jan 2023
Explainability and Robustness of Deep Visual Classification Models Jindong Gu AAML 94 2 0 03 Jan 2023
Pseudo-Inverted Bottleneck Convolution for DARTS Search Space Arash Ahmadian Louis S.P. Liu Yue Fei Konstantinos N. Plataniotis Mahdi S. Hosseini 83 0 0 31 Dec 2022
Differentiable Search of Accurate and Robust Architectures Yuwei Ou Xiangning Xie Shan Gao Yanan Sun Kay Chen Tan Jiancheng Lv OOD AAML 60 2 0 28 Dec 2022
Single Cell Training on Architecture Search for Image Denoising Bokyeung Lee Kyungdeuk Ko Jonghwan Hong Hanseok Ko 51 1 0 13 Dec 2022
An Efficient Evolutionary Deep Learning Framework Based on Multi-source Transfer Learning to Evolve Deep Convolutional Neural Networks Bin Wang Bing Xue Mengjie Zhang 74 0 0 07 Dec 2022
Slimmable Pruned Neural Networks Hideaki Kuratsu Atsuyoshi Nakamura 94 2 0 07 Dec 2022
A Self-adaptive Neuroevolution Approach to Constructing Deep Neural Network Architectures Across Different Types Zhenhao Shuai Hongbo Liu Zhaolin Wan Wei-jie Yu Jinchao Zhang 55 3 0 27 Nov 2022
A Recursively Recurrent Neural Network (R2N2) Architecture for Learning Iterative Algorithms Danimir T. Doncevic Alexander Mitsos Yu Guo Qianxiao Li Felix Dietrich Manuel Dahmen Ioannis G. Kevrekidis 66 7 0 22 Nov 2022
$α$ DARTS Once More: Enhancing Differentiable Architecture Search by Masked Image Modeling Bicheng Guo Shuxuan Guo Miaojing Shi Peng Cheng Shibo He Jiming Chen Kaicheng Yu 61 2 0 18 Nov 2022
Revisiting Training-free NAS Metrics: An Efficient Training-based Method Taojiannan Yang Linjie Yang Xiaojie Jin Chong Chen 70 7 0 16 Nov 2022
Construction of Hierarchical Neural Architecture Search Spaces based on Context-free Grammars Simon Schrodi Daniel Stoll Binxin Ru R. Sukthanker Thomas Brox Frank Hutter 103 5 0 03 Nov 2022
Synthesizing Programs with Continuous Optimization Shantanu Mandal T. A. Anderson Javier S. Turek Justin Emile Gottschlich A. Muzahid 51 3 0 02 Nov 2022
Shortest Edit Path Crossover: A Theory-driven Solution to the Permutation Problem in Evolutionary Neural Architecture Search Xin Qiu Risto Miikkulainen 84 2 0 25 Oct 2022
Efficient Automatic Machine Learning via Design Graphs Shirley Wu Jiaxuan You J. Leskovec Rex Ying GNN 57 1 0 21 Oct 2022
NAS-based Recursive Stage Partial Network (RSPNet) for Light-Weight Semantic Segmentation Yi-Chun Wang J. Hsieh Ming-Ching Chang 69 1 0 03 Oct 2022
Towards Regression-Free Neural Networks for Diverse Compute Platforms Rahul Duggal Hao Zhou Shuo Yang Jun Fang Yuanjun Xiong Wei Xia UQCV 79 1 0 27 Sep 2022
Automatic and effective discovery of quantum kernels Massimiliano Incudini Daniele Lizzio Bosco F. Martini Michele Grossi Giuseppe Serra Alessandra Di Pierro 64 6 0 22 Sep 2022
Generalization Properties of NAS under Activation and Skip Connection Search Zhenyu Zhu Fanghui Liu Grigorios G. Chrysos Volkan Cevher AI4CE 90 17 0 15 Sep 2022
Patching Weak Convolutional Neural Network Models through Modularization and Composition Binhang Qi Hailong Sun Xiang Gao Hongyu Zhang 102 11 0 11 Sep 2022
Hardware Accelerator and Neural Network Co-Optimization for Ultra-Low-Power Audio Processing Devices Christoph Gerum Adrian Frischknecht T. Hald Paul Palomero Bernardo Konstantin Lubeck Oliver Bringmann 72 10 0 08 Sep 2022
CWP: Instance complexity weighted channel-wise soft masks for network pruning Jiapeng Wang Ming Ma Zhenhua Yu 73 0 0 08 Sep 2022
Design Automation for Fast, Lightweight, and Effective Deep Learning Models: A Survey Dalin Zhang Kaixuan Chen Yan Zhao B. Yang Li-Ping Yao Christian S. Jensen 116 3 0 22 Aug 2022
ObfuNAS: A Neural Architecture Search-based DNN Obfuscation Approach Tong Zhou Shaolei Ren Xiaolin Xu AAML 98 14 0 17 Aug 2022
Partial Connection Based on Channel Attention for Differentiable Neural Architecture Search Yu Xue Jiafeng Qin 107 59 0 01 Aug 2022
Tackling Neural Architecture Search With Quality Diversity Optimization Lennart Schneider Florian Pfisterer P. Kent Juergen Branke B. Bischl Janek Thomas AI4CE 79 3 0 30 Jul 2022
EASNet: Searching Elastic and Accurate Network Architecture for Stereo Matching Qiang-qiang Wang Shaoshuai Shi Kaiyong Zhao Xiaowen Chu 32 5 0 20 Jul 2022
Adversarial Robustness Assessment of NeuroEvolution Approaches Inês Valentim Nuno Lourenço Nuno Antunes AAML 69 1 0 12 Jul 2022
FlowNAS: Neural Architecture Search for Optical Flow Estimation Zhiwei Lin Tingting Liang Taihong Xiao Yongtao Wang Zhi Tang Ming-Hsuan Yang 72 0 0 04 Jul 2022
Revisiting Architecture-aware Knowledge Distillation: Smaller Models and Faster Search Taehyeon Kim Heesoo Myeong Se-Young Yun 74 2 0 27 Jun 2022
Multi-Objective Hyperparameter Optimization in Machine Learning -- An Overview Florian Karl Tobias Pielok Julia Moosbauer Florian Pfisterer Stefan Coors ... Jakob Richter Michel Lang Eduardo C. Garrido-Merchán Juergen Branke B. Bischl AI4CE 80 61 0 15 Jun 2022
ERNAS: An Evolutionary Neural Architecture Search for Magnetic Resonance Image Reconstructions Samira Vafay Eslahi Jian Tao J. Ji 80 1 0 15 Jun 2022
RF-Next: Efficient Receptive Field Search for Convolutional Neural Networks Shanghua Gao Zhong-Yu Li Qi Han Ming-Ming Cheng Liang Wang 102 35 0 14 Jun 2022
Slimmable Domain Adaptation Rang Meng Weijie Chen Shicai Yang Mingli Song Luojun Lin Di Xie Shiliang Pu Xinchao Wang Mingli Song Yueting Zhuang 70 12 0 14 Jun 2022
MLP-3D: A MLP-like 3D Architecture with Grouped Time Mixing Zhaofan Qiu Ting Yao Chong-Wah Ngo Tao Mei ViT 70 15 0 13 Jun 2022
Towards Self-supervised and Weight-preserving Neural Architecture Search Zhuowei Li Yibo Gao Zhenzhou Zha Hu Zhiqiang Qing Xia Shaoting Zhang Dimitris N. Metaxas 61 4 0 08 Jun 2022
A Survey on Computationally Efficient Neural Architecture Search Shiqing Liu Haoyu Zhang Yaochu Jin 90 44 0 03 Jun 2022
Automatic Relation-aware Graph Network Proliferation Shaofei Cai Liang Li Xinzhe Han Jiebo Luo Zhengjun Zha Qingming Huang GNN 62 8 0 31 May 2022
Low-rank lottery tickets: finding efficient low-rank neural networks via matrix differential equations Steffen Schotthöfer Emanuele Zangrando J. Kusch Gianluca Ceruti Francesco Tudisco 123 38 0 26 May 2022
A Hardware-Aware Framework for Accelerating Neural Architecture Search Across Modalities Daniel Cummings Anthony Sarah S. N. Sridhar Maciej Szankin J. P. Muñoz Sairam Sundaresan 78 8 0 19 May 2022
Warm-starting DARTS using meta-learning Matej Grobelnik Joaquin Vanschoren AI4CE 72 1 0 12 May 2022
Neural Architecture Search using Property Guided Synthesis Charles Jin P. Phothilimthana Sudip Roy 72 6 0 08 May 2022
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
UnrealNAS: Can We Search Neural Architectures with Unreal Data? Zhen Dong Kaichen Zhou Ge Li Qiang Zhou Mingfei Guo Guohao Li Kurt Keutzer Shanghang Zhang 50 0 0 04 May 2022
Lite Pose: Efficient Architecture Design for 2D Human Pose Estimation Yihan Wang Zhekai Zhang Han Cai Wei-Ming Chen Song Han 3DH 117 75 0 03 May 2022
Enable Deep Learning on Mobile Devices: Methods, Systems, and Applications Han Cai Ji Lin Chengyue Wu Zhijian Liu Haotian Tang Hanrui Wang Ligeng Zhu Song Han 107 115 0 25 Apr 2022
Enhancing the Robustness, Efficiency, and Diversity of Differentiable Architecture Search Chao Li Jia Ning Han Hu Kun He 23 2 0 10 Apr 2022
Evolving Neural Selection with Adaptive Regularization Li Ding Lee Spector ODL 47 4 0 04 Apr 2022