Efficient Multi-objective Neural Architecture Search via Lamarckian Evolution

24 April 2018

Papers citing "Efficient Multi-objective Neural Architecture Search via Lamarckian Evolution"

50 / 248 papers shown

Title
One Search Fits All: Pareto-Optimal Eco-Friendly Model Selection Filippo Betello Antonio Purificato Vittoria Vineis Gabriele Tolomei Fabrizio Silvestri 34 0 0 02 May 2025
Hyperparameter Importance Analysis for Multi-Objective AutoML Daphne Theodorakopoulos Frederic Stahl Marius Lindauer 79 2 0 03 Jan 2025
Task Adaptation of Reinforcement Learning-based NAS Agents through Transfer Learning Amber Cassimon Siegfried Mercelis Kevin Mets 67 1 0 02 Dec 2024
Learning Morphisms with Gauss-Newton Approximation for Growing Networks Neal Lawton Aram Galstyan Greg Ver Steeg 19 0 0 07 Nov 2024
Designing a Classifier for Active Fire Detection from Multispectral Satellite Imagery Using Neural Architecture Search Amber Cassimon Phil Reiter Siegfried Mercelis Kevin Mets 25 0 0 07 Oct 2024
Scalable Reinforcement Learning-based Neural Architecture Search Amber Cassimon Siegfried Mercelis Kevin Mets 42 2 0 02 Oct 2024
Memory-Optimized Once-For-All Network Maxime Girard Victor Quétu Samuel Tardieu Van-Tam Nguyen Enzo Tartaglione 27 0 0 05 Sep 2024
CARIn: Constraint-Aware and Responsive Inference on Heterogeneous Devices for Single- and Multi-DNN Workloads Ioannis Panopoulos Stylianos I. Venieris I. Venieris 29 2 0 02 Sep 2024
Towards Neural Architecture Search for Transfer Learning in 6G Networks Adam Orucu Farnaz Moradi Masoumeh Ebrahimi Andreas Johnsson AI4CE 23 1 0 04 Jun 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 38 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 32 3 0 03 Jun 2024
Multi-Objective Neural Architecture Search by Learning Search Space Partitions Yiyang Zhao Linnan Wang Tian Guo 43 1 0 01 Jun 2024
Multi-Objective Evolutionary Neural Architecture Search for Recurrent Neural Networks Reinhard Booysen Anna Sergeevna Bosman 38 1 0 17 Mar 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 45 6 0 17 Jan 2024
A knowledge-driven AutoML architecture C. Cofaru Johan Loeckx 21 0 0 28 Nov 2023
AutoML for Large Capacity Modeling of Meta's Ranking Systems Hang Yin Kuang-Hung Liu Mengying Sun Yuxin Chen Buyun Zhang ... Huayu Li Zhengxing Chen Wen-Yen Chen Jiyan Yang Wei Wen OffRL 13 2 0 14 Nov 2023
Ever Evolving Evaluator (EV3): Towards Flexible and Reliable Meta-Optimization for Knowledge Distillation Li Ding M. Zoghi Guy Tennenholtz Maryam Karimzadehgan 18 0 0 29 Oct 2023
MGAS: Multi-Granularity Architecture Search for Trade-Off Between Model Effectiveness and Efficiency Xiaoyun Liu Divya Saxena Jiannong Cao Yuqing Zhao Penghui Ruan 36 0 0 23 Oct 2023
TS-ENAS:Two-Stage Evolution for Cell-based Network Architecture Search Juan Zou Shenghong Wu Yizhang Xia Weiwei Jiang Zeping Wu Jinhua Zheng 3DV 18 0 0 14 Oct 2023
Enhancing Neural Architecture Search with Multiple Hardware Constraints for Deep Learning Model Deployment on Tiny IoT Devices Alessio Burrello Matteo Risso Beatrice Alessandra Motetti Enrico Macii Luca Benini Daniele Jahier Pagliari 21 8 0 11 Oct 2023
Lamarck's Revenge: Inheritance of Learned Traits Can Make Robot Evolution Better Jie Luo Karine Miras Jakub M. Tomczak A. E. Eiben 15 1 0 22 Sep 2023
Brain-inspired Evolutionary Architectures for Spiking Neural Networks Wenxuan Pan Feifei Zhao Zhuoya Zhao Yi Zeng 42 3 0 11 Sep 2023
ICDARTS: Improving the Stability and Performance of Cyclic DARTS Emily Herron Derek C. Rose Steven R. Young 11 0 0 01 Sep 2023
Evolutionary Multi-objective Optimisation in Neurotrajectory Prediction E. López Fergal Stapleton 16 3 0 04 Aug 2023
Shrink-Perturb Improves Architecture Mixing during Population Based Training for Neural Architecture Search A. Chebykin A. Dushatskiy T. Alderliesten Peter A. N. Bosman 29 0 0 28 Jul 2023
A Survey on Multi-Objective Neural Architecture Search Seyed Mahdi Shariatzadeh M. Fathy R. Berangi M. Shahverdy 25 1 0 18 Jul 2023
Search-time Efficient Device Constraints-Aware Neural Architecture Search Oshin Dutta Tanu Kanvar Sumeet Agarwal 28 3 0 10 Jul 2023
Designing Novel Cognitive Diagnosis Models via Evolutionary Multi-Objective Neural Architecture Search Shangshang Yang Haiping Ma Cheng Zhen Ye Tian Limiao Zhang Yaochu Jin Xingyi Zhang 13 3 0 10 Jul 2023
Balanced Mixture of SuperNets for Learning the CNN Pooling Architecture Mehraveh Javan Matthew Toews M. Pedersoli 31 1 0 21 Jun 2023
Generalizable Lightweight Proxy for Robust NAS against Diverse Perturbations Hyeonjeong Ha Minseon Kim S. Hwang OOD AAML 25 5 0 08 Jun 2023
Meta-prediction Model for Distillation-Aware NAS on Unseen Datasets Hayeon Lee Sohyun An Minseon Kim Sung Ju Hwang OOD 21 5 0 26 May 2023
Automated Search-Space Generation Neural Architecture Search Tianyi Chen Luming Liang Tian Ding Ilya Zharkov AI4CE 19 1 0 25 May 2023
Combining Multi-Objective Bayesian Optimization with Reinforcement Learning for TinyML M. Deutel G. Kontes Christopher Mutschler Jürgen Teich 41 0 0 23 May 2023
Divide-and-Conquer the NAS puzzle in Resource Constrained Federated Learning Systems Yeshwanth Venkatesha Youngeun Kim Hyoungseob Park Priyadarshini Panda FedML 16 3 0 11 May 2023
LayerNAS: Neural Architecture Search in Polynomial Complexity Yicheng Fan Dana Alon Jingyue Shen Daiyi Peng Keshav Kumar Yun Long Xin Wang Fotis Iliopoulos Da-Cheng Juan Erik Vee 17 2 0 23 Apr 2023
Data Aware Neural Architecture Search Emil Njor J. Madsen Xenofon Fafoutis 16 7 0 04 Apr 2023
Can Fairness be Automated? Guidelines and Opportunities for Fairness-aware AutoML Hilde J. P. Weerts Florian Pfisterer Matthias Feurer Katharina Eggensperger Eddie Bergman Noor H. Awad Joaquin Vanschoren Mykola Pechenizkiy B. Bischl Frank Hutter FaML 33 18 0 15 Mar 2023
OTOV2: Automatic, Generic, User-Friendly Tianyi Chen Luming Liang Tian Ding Zhihui Zhu Ilya Zharkov VLM MQ 40 31 0 13 Mar 2023
EvoPrompting: Language Models for Code-Level Neural Architecture Search Angelica Chen David Dohan David R. So VLM LRM 18 83 0 28 Feb 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 30 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
BOMP-NAS: Bayesian Optimization Mixed Precision NAS David van Son F. D. Putter Sebastian Vogel Henk Corporaal MQ 22 3 0 27 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 32 128 0 20 Jan 2023
Efficient Evaluation Methods for Neural Architecture Search: A Survey Xiangning Xie Xiaotian Song Zeqiong Lv Gary G. Yen Weiping Ding Y. Sun 24 12 0 14 Jan 2023
Breaking the Architecture Barrier: A Method for Efficient Knowledge Transfer Across Networks Maciej A. Czyzewski Daniel Nowak Kamila Piechowiak 19 3 0 28 Dec 2022
POPNASv3: a Pareto-Optimal Neural Architecture Search Solution for Image and Time Series Classification Andrea Falanti Eugenio Lomurno Danilo Ardagna Matteo Matteucci AI4TS 33 11 0 13 Dec 2022
Quant 4.0: Engineering Quantitative Investment with Automated, Explainable and Knowledge-driven Artificial Intelligence Jian Guo Sai Wang L. Ni H. Shum AIFin 19 7 0 13 Dec 2022
Mind the Gap: Measuring Generalization Performance Across Multiple Objectives Matthias Feurer Katharina Eggensperger Eddie Bergman Florian Pfisterer B. Bischl Frank Hutter 51 5 0 08 Dec 2022
CODEBench: A Neural Architecture and Hardware Accelerator Co-Design Framework Shikhar Tuli Chia-Hao Li Ritvik Sharma N. Jha 28 13 0 07 Dec 2022