NSGANetV2: Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search

20 July 2020

Vishnu Naresh Boddeti

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Papers citing "NSGANetV2: Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search"

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Title
Efficient Multi-Objective Neural Architecture Search via Pareto Dominance-based Novelty Search An Vo Ngoc Hoang Luong 33 0 0 30 Jul 2024
Multi-Objective Evolutionary Neural Architecture Search for Recurrent Neural Networks Reinhard Booysen Anna Sergeevna Bosman 40 1 0 17 Mar 2024
FlatNAS: optimizing Flatness in Neural Architecture Search for Out-of-Distribution Robustness Matteo Gambella Fabrizio Pittorino Manuel Roveri OOD 42 3 0 29 Feb 2024
Multi-objective Differentiable Neural Architecture Search R. Sukthanker Arber Zela B. Staffler Samuel Dooley Josif Grabocka Frank Hutter 40 1 0 28 Feb 2024
A First-Order Multi-Gradient Algorithm for Multi-Objective Bi-Level Optimization Feiyang Ye Baijiong Lin Xiao-Qun Cao Yu Zhang Ivor Tsang 50 6 0 17 Jan 2024
Multiobjective Evolutionary Pruning of Deep Neural Networks with Transfer Learning for improving their Performance and Robustness Javier Poyatos Daniel Molina Aitor Martínez Javier Del Ser Francisco Herrera 35 10 0 20 Feb 2023
Bi-level Multi-objective Evolutionary Learning: A Case Study on Multi-task Graph Neural Topology Search Chao Wang Licheng Jiao Jiaxuan Zhao Lingling Li Xu Liu F. Liu Shuyuan Yang 29 5 0 06 Feb 2023
An Efficient Evolutionary Deep Learning Framework Based on Multi-source Transfer Learning to Evolve Deep Convolutional Neural Networks Bin Wang Bing Xue Mengjie Zhang 18 0 0 07 Dec 2022
Pareto-aware Neural Architecture Generation for Diverse Computational Budgets Yong Guo Yaofo Chen Yin Zheng Qi Chen P. Zhao Jian Chen Junzhou Huang Mingkui Tan 28 5 0 14 Oct 2022
Multi-agent Dynamic Algorithm Configuration Ke Xue Jiacheng Xu Lei Yuan M. Li Chao Qian Zongzhang Zhang Yang Yu 37 29 0 13 Oct 2022
SONAR: Joint Architecture and System Optimization Search Elias Jääsaari Michelle Ma Ameet Talwalkar Tianqi Chen 36 1 0 25 Aug 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 26 56 0 15 Jun 2022
A Survey on Computationally Efficient Neural Architecture Search Shiqing Liu Haoyu Zhang Yaochu Jin 30 41 0 03 Jun 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 28 8 0 19 May 2022
PRE-NAS: Predictor-assisted Evolutionary Neural Architecture Search Yameng Peng A. Song V. Ciesielski Haytham M. Fayek Xiaojun Chang 21 14 0 27 Apr 2022
Arch-Graph: Acyclic Architecture Relation Predictor for Task-Transferable Neural Architecture Search Minbin Huang Zhijian Huang Changlin Li Xin Chen Hangyang Xu Zhenguo Li Xiaodan Liang 30 18 0 12 Apr 2022
Accelerating Neural Architecture Exploration Across Modalities Using Genetic Algorithms Daniel Cummings S. N. Sridhar Anthony Sarah Maciej Szankin AI4CE 25 0 0 25 Feb 2022
A survey on multi-objective hyperparameter optimization algorithms for Machine Learning A. Hernández I. Nieuwenhuyse Sebastian Rojas Gonzalez 21 95 0 23 Nov 2021
Across-Task Neural Architecture Search via Meta Learning Jingtao Rong Xinyi Yu Mingyang Zhang L. Ou 21 1 0 12 Oct 2021
Accelerating Multi-Objective Neural Architecture Search by Random-Weight Evaluation Shengran Hu Ran Cheng Cheng He Zhichao Lu Jing Wang Miao Zhang 32 7 0 08 Oct 2021
FaPN: Feature-aligned Pyramid Network for Dense Image Prediction Shihua Huang Zhichao Lu Ran Cheng Cheng He 15 202 0 16 Aug 2021
Accelerating Evolutionary Neural Architecture Search via Multi-Fidelity Evaluation Shangshang Yang Ye Tian Xiaoshu Xiang Shichen Peng Xing-yi Zhang 23 20 0 10 Aug 2021
Rapid Neural Architecture Search by Learning to Generate Graphs from Datasets Hayeon Lee Eunyoung Hyung S. Hwang 40 43 0 02 Jul 2021
Teachers Do More Than Teach: Compressing Image-to-Image Models Qing Jin Jian Ren Oliver J. Woodford Jiazhuo Wang Geng Yuan Yanzhi Wang Sergey Tulyakov 36 54 0 05 Mar 2021
CATE: Computation-aware Neural Architecture Encoding with Transformers Shen Yan Kaiqiang Song Z. Feng Mi Zhang 22 24 0 14 Feb 2021
A Comprehensive Survey on Hardware-Aware Neural Architecture Search Hadjer Benmeziane K. E. Maghraoui Hamza Ouarnoughi Smail Niar Martin Wistuba Naigang Wang 31 96 0 22 Jan 2021
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
Efficient Multi-objective Neural Architecture Search via Lamarckian Evolution T. Elsken J. H. Metzen Frank Hutter 131 498 0 24 Apr 2018