|
1 |
| -# Main articles |
2 |
| -| Title | Year | Source | Description | |
3 |
| -| :--------------------------------------------------------------------- | ---: | :--------------------------------------------------------------------------------------------------------------- | :---------- | |
4 |
| -| Automatically Designing CNN Architectures Using the Genetic Algorithm for Image Classification | 2020 | [paper](https://ieeexplore.ieee.org/abstract/document/9075201/authors#authors)| - | |
5 |
| -| Surrogate-Assisted Evolutionary Deep Learning Using an End-to-End Random Forest-Based Performance Predictor | 2019 | [paper](https://ieeexplore.ieee.org/abstract/document/8744404)| - | |
6 |
| -| Similarity surrogate-assisted evolutionary neural architecture search with dual encoding strategy | 2024 | [paper](https://www.aimspress.com/aimspress-data/era/2024/2/PDF/era-32-02-050.pdf)| - | |
7 |
| - |
8 |
| - |
9 |
| -# For Introduction |
10 |
| -| Title | Year | Source | Description | |
11 |
| -| :---------------------------------------------------------------------------------- | ---: | :------------------------------------------------------------------------------------------------------------------------------------------- | :---------- | |
12 |
| -| Brain tumor detection using CNN, AlexNet & GoogLeNet ensembling learning approaches | 2023 | [paper](https://www.researchgate.net/publication/369308467_Brain_tumor_detection_using_CNN_AlexNet_GoogLeNet_ensembling_learning_approaches) | - | |
13 |
| -| A Comprehensive Survey of Neural Architecture Search: Challenges and Solutions | 2021 | [paper](https://arxiv.org/pdf/2006.02903) | - | |
14 |
| -| NSgGANetV2: Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search | 2020 | [paper](https://arxiv.org/pdf/2007.10396) | - | |
15 |
| -| Evolutionary Architecture Search for Graph Neural Networks | 2020 | [paper](https://arxiv.org/pdf/2009.10199) | - | |
16 |
| -| MoSegNAS: Surrogate-assisted Multi-objective Neural Architecture Search for Real-time Semantic Segmentation | 2022 | [paper](https://arxiv.org/pdf/2208.06820) | - | |
17 |
| -| Convolutional Neural Networks based Lung Nodule Classification: A Surrogate-Assisted Evolutionary Algorithm for Hyperparameter Optimization | 2015 | [paper](https://shiruipan.github.io/publication/tevc-21-zhang/tevc-21-zhang.pdf) | - | |
18 |
| -| Combining global and local surrogate models to accelerate evolutionary optimization | 2006 | [paper](https://www.researchgate.net/publication/3421747_Combining_global_and_local_surrogate_models_to_accelerate_evolutionary_optimization_IEEE_Trans_Syst_Man_Cybern_Part_C_Appl_Rev) | - | |
19 |
| -| A Survey on Evolutionary Neural Architecture Search | 2022 | [paper](https://arxiv.org/pdf/2008.10937) | - | |
| 1 | +# other NAS |
| 2 | +| Title | Year | Source | Description | |
| 3 | +| :---- | ---: | :----- | :---------- | |
20 | 4 |
|
21 | 5 |
|
| 6 | +# NES |
| 7 | +| Title | Year | Source | Description | |
| 8 | +| :---- | ---: | :----- | :---------- | |
| 9 | + |
| 10 | +# ENAS |
| 11 | +| Title | Year | Source | Description | |
| 12 | +| :----------------------------------------------------------------------------------------------- | ---: | :----------------------------------------------------------------------------- | :---------- | |
| 13 | +| Automatically Designing CNN Architectures Using the Genetic Algorithm for Image Classification | 2020 | [paper](https://ieeexplore.ieee.org/abstract/document/9075201/authors#authors) | - | |
| 14 | +| Efficient Neural Architecture Search via Parameter Sharing | 2018 | [paper](https://arxiv.org/pdf/1802.03268) | - | |
| 15 | +| Evolutionary Architecture Search for Graph Neural Networks | 2020 | [paper](https://arxiv.org/pdf/2009.10199) | - | |
| 16 | + |
| 17 | + |
| 18 | +# Surrogate assisted ENAS |
| 19 | + |
| 20 | +| Title | Year | Source | Description | |
| 21 | +| :------------------------------------------------------------------------------------------------------------------------------------------ | ---: | :--------------------------------------------------------------------------------- | :---------- | |
| 22 | +| Similarity surrogate-assisted evolutionary neural architecture search with dual encoding strategy | 2024 | [paper](https://www.aimspress.com/aimspress-data/era/2024/2/PDF/era-32-02-050.pdf) | - | |
| 23 | +| Surrogate-Assisted Evolutionary Deep Learning Using an End-to-End Random Forest-Based Performance Predictor | 2019 | [paper](https://ieeexplore.ieee.org/abstract/document/8744404) | - | |
| 24 | +| A Comprehensive Survey of Neural Architecture Search: Challenges and Solutions | 2021 | [paper](https://arxiv.org/pdf/2006.02903) | - | |
| 25 | +| NSgGANetV2: Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search | 2020 | [paper](https://arxiv.org/pdf/2007.10396) | - | |
| 26 | +| MoSegNAS: Surrogate-assisted Multi-objective Neural Architecture Search for Real-time Semantic Segmentation | 2022 | [paper](https://arxiv.org/pdf/2208.06820) | - | |
| 27 | +| Convolutional Neural Networks based Lung Nodule Classification: A Surrogate-Assisted Evolutionary Algorithm for Hyperparameter Optimization | 2015 | [paper](https://shiruipan.github.io/publication/tevc-21-zhang/tevc-21-zhang.pdf) | - | |
| 28 | +| A Survey on Evolutionary Neural Architecture Search | 2022 | [paper](https://arxiv.org/pdf/2008.10937) | - | |
| 29 | + |
22 | 30 | # Others
|
23 | 31 |
|
24 |
| -| Title | Year | Source | Description | |
25 |
| -| :--------------------------------------------------------------------- | ---: | :--------------------------------------------------------------------------------------------------------------- | :---------- | |
26 |
| -| DARTS: Differentiable Architecture Search | 2020 | [paper](https://arxiv.org/abs/1806.09055)| - | |
| 32 | +| Title | Year | Source | Description | |
| 33 | +| :----------------------------------------------------------------------------------------- | ---: | :--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | :-------------------- | |
| 34 | +| DARTS: Differentiable Architecture Search | 2020 | [paper](https://arxiv.org/abs/1806.09055) | - | |
| 35 | +| Brain tumor detection using CNN, AlexNet & GoogLeNet ensembling learning approaches | 2023 | [paper](https://www.researchgate.net/publication/369308467_Brain_tumor_detection_using_CNN_AlexNet_GoogLeNet_ensembling_learning_approaches) | - | |
| 36 | +| Combining global and local surrogate models to accelerate evolutionary optimization | 2006 | [paper](https://www.researchgate.net/publication/3421747_Combining_global_and_local_surrogate_models_to_accelerate_evolutionary_optimization_IEEE_Trans_Syst_Man_Cybern_Part_C_Appl_Rev) | - | |
| 37 | +| A Density-Based Algorithm for Discovering Clusters<br>in Large Spatial Databaseswith Noise | 1996 | [paper](https://cdn.aaai.org/KDD/1996/KDD96-037.pdf) | DBSCAN original paper | |
| 38 | +| Adam: A Method for Stochastic Optimization | 2014 | [paper](https://arxiv.org/abs/1412.6980) | Adam original paper | |
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