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We propose firefly neural architecture descent, a general framework for progressively and dynamically growing neural networks to jointly optimize the networks' parameters and architectures.
Very deep convolutional networks for large-scale image recognition
Simonyan, Karen and Zisserman, Andrew · 2014
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Net2net: Accelerating learning via knowledge transfer
Chen, Tianqi, Goodfellow, Ian, and Shlens, Jonathon · 2016
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Rusu, Andrei A, Rabinowitz, Neil C, Desjardins, Guillaume, Soyer, Hubert, Kirkpatrick, James, Kavukcuoglu, Koray, Pascanu, Razvan, and Hadsell, Raia · 2016
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Network morphism
Wei, Tao, Wang, Changhu, Rui, Yong, and Chen, Chang Wen · 2016
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Simple and efficient architecture search for convolutional neural networks
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Overcoming catastrophic forgetting in neural networks
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Learning without forgetting
Li, Zhizhong and Hoiem, Derek · 2017
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Lifelong learning with dynamically expandable networks
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Efficient multi-objective neural architecture search via lamarckian evolution
Elsken, Thomas, Metzen, Jan Hendrik, and Hutter, Frank · 2018
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Efficient neural architecture search via parameter sharing
Pham, Hieu, Guan, Melody Y, Zoph, Barret, Le, Quoc V, and Dean, Jeff · 2018
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Incremental learning through deep adaptation
Rosenfeld, Amir and Tsotsos, John K · 2018
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Reinforced continual learning
Xu, Ju and Zhu, Zhanxing · 2018
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Increasingly packing multiple facial-informatics modules in a unified deep-learning model via lifelong learning
Hung, Steven CY, Lee, Jia-Hong, Wan, Timmy ST, Chen, Chein-Hung, Chan, Yi-Ming, and Chen, Chu-Song · 2019
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Learn to grow: A continual structure learning framework for overcoming catastrophic forgetting
Li, Xilai, Zhou, Yingbo, Wu, Tianfu, Socher, Richard, and Xiong, Caiming · 2019
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Splitting steepest descent for growing neural architectures
Liu, Qiang, Wu, Lemeng, and Wang, Dilin · 2019
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Regularized evolution for image classifier architecture search
Real, Esteban, Aggarwal, Alok, Huang, Yanping, and Le, Quoc V · 2019
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Energy-aware neural architecture optimization with fast splitting steepest descent
Wang, Dilin, Li, Meng, Wu, Lemeng, Chandra, Vikas, and Liu, Qiang · 2019
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Learning transferable architectures for scalable image recognition
Zoph, Barret, Vasudevan, Vijay, Shlens, Jonathon, and Le, Quoc V · 2018
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Efficient forward architecture search
Hu, Hanzhang, Langford, John, Caruana, Rich, Mukherjee, Saurajit, Horvitz, Eric, and Dey, Debadeepta · 2019
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Compacting, picking and growing for unforgetting continual learning
Hung, Ching-Yi, Tu, Cheng-Hao, Wu, Cheng-En, Chen, Chien-Hung, Chan, Yi-Ming, and Chen, Chu-Song
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Progressive neural architecture search
Liu, Chenxi, Zoph, Barret, Neumann, Maxim, Shlens, Jonathon, Hua, Wei, Li, Li-Jia, Fei-Fei, Li, Yuille, Alan, Huang, Jonathan, and Murphy, Kevin
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Darts: Differentiable architecture search
Liu, Hanxiao, Simonyan, Karen, and Yang, Yiming
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Autogrow: Automatic layer growing in deep convolutional networks
Wen, Wei, Yan, Feng, and Li, Hai · 2019
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Wu, Lemeng, Ye, Mao, Lei, Qi, Lee, Jason D, and Liu, Qiang · 2020
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