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

20 July 2020

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

50 / 75 papers shown

Title
DNAD: Differentiable Neural Architecture Distillation Xuan Rao Bo Zhao Derong Liu 44 1 0 25 Apr 2025
Pareto Set Learning for Multi-Objective Reinforcement Learning Erlong Liu Yu-Chang Wu Xiaobin Huang Chengrui Gao Ren-Jian Wang Ke Xue Chao Qian OffRL 52 2 0 12 Jan 2025
POMONAG: Pareto-Optimal Many-Objective Neural Architecture Generator Eugenio Lomurno Samuele Mariani Matteo Monti Matteo Matteucci DiffM 28 2 0 30 Sep 2024
Efficient Multi-Objective Neural Architecture Search via Pareto Dominance-based Novelty Search An Vo Ngoc Hoang Luong 35 0 0 30 Jul 2024
MO-EMT-NAS: Multi-Objective Continuous Transfer of Architectural Knowledge Between Tasks from Different Datasets Peng Liao Xilu Wang Yaochu Jin WenLi Du 49 0 0 18 Jul 2024
Evolutionary Computation for the Design and Enrichment of General-Purpose Artificial Intelligence Systems: Survey and Prospects Javier Poyatos Javier Del Ser Salvador Garcia H. Ishibuchi Daniel Molina I. Triguero Bing Xue Xin Yao Francisco Herrera 48 1 0 03 Jun 2024
CE-NAS: An End-to-End Carbon-Efficient Neural Architecture Search Framework Yiyang Zhao Yunzhuo Liu Bo Jiang Tian Guo 42 3 0 03 Jun 2024
HW-GPT-Bench: Hardware-Aware Architecture Benchmark for Language Models R. Sukthanker Arber Zela B. Staffler Aaron Klein Lennart Purucker Jorg K. H. Franke Frank Hutter ELM 50 3 0 16 May 2024
Hard Work Does Not Always Pay Off: Poisoning Attacks on Neural Architecture Search Zachary Coalson Huazheng Wang Qingyun Wu Sanghyun Hong OOD AAML 44 0 0 09 May 2024
Multi-Objective Evolutionary Neural Architecture Search for Recurrent Neural Networks Reinhard Booysen Anna Sergeevna Bosman 40 1 0 17 Mar 2024
SWAP-NAS: Sample-Wise Activation Patterns for Ultra-fast NAS Yameng Peng Andy Song Haytham M. Fayek Victor Ciesielski Xiaojun Chang 37 4 0 07 Mar 2024
FlatNAS: optimizing Flatness in Neural Architecture Search for Out-of-Distribution Robustness Matteo Gambella Fabrizio Pittorino Manuel Roveri OOD 47 3 0 29 Feb 2024
Multi-objective Differentiable Neural Architecture Search R. Sukthanker Arber Zela B. Staffler Samuel Dooley Josif Grabocka Frank Hutter 55 1 0 28 Feb 2024
SONATA: Self-adaptive Evolutionary Framework for Hardware-aware Neural Architecture Search Halima Bouzidi Smail Niar Hamza Ouarnoughi El-Ghazali Talbi 53 0 0 20 Feb 2024
NACHOS: Neural Architecture Search for Hardware Constrained Early Exit Neural Networks Matteo Gambella Jary Pomponi Simone Scardapane Manuel Roveri 25 2 0 24 Jan 2024
A First-Order Multi-Gradient Algorithm for Multi-Objective Bi-Level Optimization Feiyang Ye Baijiong Lin Xiao-Qun Cao Yu Zhang Ivor Tsang 55 6 0 17 Jan 2024
TransNAS-TSAD: Harnessing Transformers for Multi-Objective Neural Architecture Search in Time Series Anomaly Detection Ijazul Haq Byung Suk Lee Donna M. Rizzo AI4TS 18 6 0 29 Nov 2023
Brain-inspired Evolutionary Architectures for Spiking Neural Networks Wenxuan Pan Feifei Zhao Zhuoya Zhao Yi Zeng 57 3 0 11 Sep 2023
Evolutionary Multi-objective Optimisation in Neurotrajectory Prediction E. López Fergal Stapleton 24 3 0 04 Aug 2023
A Survey on Multi-Objective Neural Architecture Search Seyed Mahdi Shariatzadeh M. Fathy R. Berangi M. Shahverdy 33 1 0 18 Jul 2023
Continuous Cartesian Genetic Programming based representation for Multi-Objective Neural Architecture Search Cosijopii Garcia-Garcia A. Morales-Reyes Hugo Jair Escalante 14 4 0 05 Jun 2023
Multi-Predict: Few Shot Predictors For Efficient Neural Architecture Search Yash Akhauri Mohamed S. Abdelfattah 28 5 0 04 Jun 2023
Meta-prediction Model for Distillation-Aware NAS on Unseen Datasets Hayeon Lee Sohyun An Minseon Kim Sung Ju Hwang OOD 23 5 0 26 May 2023
DiffusionNAG: Predictor-guided Neural Architecture Generation with Diffusion Models Sohyun An Hayeon Lee Jaehyeong Jo Seanie Lee Sung Ju Hwang DiffM 31 10 0 26 May 2023
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 39 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 42 5 0 06 Feb 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 36 130 0 20 Jan 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
MEESO: A Multi-objective End-to-End Self-Optimized Approach for Automatically Building Deep Learning Models Thanh-Phuong Pham 22 0 0 20 Nov 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 30 5 0 14 Oct 2022
Multi-agent Dynamic Algorithm Configuration Ke Xue Jiacheng Xu Lei Yuan Mingxing Li Chao Qian Zongzhang Zhang Yang Yu 42 30 0 13 Oct 2022
A Survey on Evolutionary Computation for Computer Vision and Image Analysis: Past, Present, and Future Trends Ying Bi Bing Xue Pablo Mesejo S. Cagnoni Mengjie Zhang 97 43 0 14 Sep 2022
SONAR: Joint Architecture and System Optimization Search Elias Jääsaari Michelle Ma Ameet Talwalkar Tianqi Chen 43 1 0 25 Aug 2022
FocusFormer: Focusing on What We Need via Architecture Sampler Jing Liu Jianfei Cai Bohan Zhuang 45 7 0 23 Aug 2022
Bi-fidelity Evolutionary Multiobjective Search for Adversarially Robust Deep Neural Architectures Jia-Wei Liu Ran Cheng Yaochu Jin AAML 32 7 0 12 Jul 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 31 57 0 15 Jun 2022
A Survey on Computationally Efficient Neural Architecture Search Shiqing Liu Haoyu Zhang Yaochu Jin 42 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 37 8 0 19 May 2022
PRE-NAS: Predictor-assisted Evolutionary Neural Architecture Search Yameng Peng A. Song V. Ciesielski Haytham M. Fayek Xiaojun Chang 29 14 0 27 Apr 2022
Efficient Re-parameterization Operations Search for Easy-to-Deploy Network Based on Directional Evolutionary Strategy Xinyi Yu Xiaowei Wang Jintao Rong Mingyang Zhang Linlin Ou 31 1 0 13 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 36 18 0 12 Apr 2022
Evolutionary Neural Cascade Search across Supernetworks A. Chebykin Tanja Alderliesten Peter A. N. Bosman 13 1 0 08 Mar 2022
Accelerating Neural Architecture Exploration Across Modalities Using Genetic Algorithms Daniel Cummings S. N. Sridhar Anthony Sarah Maciej Szankin AI4CE 30 0 0 25 Feb 2022
A survey on multi-objective hyperparameter optimization algorithms for Machine Learning A. Hernández I. Nieuwenhuyse Sebastian Rojas Gonzalez 23 95 0 23 Nov 2021
A Novel Sleep Stage Classification Using CNN Generated by an Efficient Neural Architecture Search with a New Data Processing Trick Yu Xue Ziming Yuan A. Słowik 11 0 0 27 Oct 2021
BINAS: Bilinear Interpretable Neural Architecture Search Niv Nayman Y. Aflalo M. Trosset Rong Jin Lihi Zelnik-Manor 20 2 0 24 Oct 2021
GCCN: Global Context Convolutional Network Ali Hamdi Flora D. Salim D. Kim 12 1 0 22 Oct 2021
Signature-Graph Networks Ali Hamdi Flora D. Salim D. Kim Xiaojun Chang 21 1 0 22 Oct 2021
Across-Task Neural Architecture Search via Meta Learning Jingtao Rong Xinyi Yu Mingyang Zhang L. Ou 25 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