Maintained by Difan Deng and Marius Lindauer.
The following list considers papers related to neural architecture search. It is by no means complete. If you miss a paper on the list, please let us know.
Please note that although NAS methods steadily improve, the quality of empirical evaluations in this field are still lagging behind compared to other areas in machine learning, AI and optimization. We would therefore like to share some best practices for empirical evaluations of NAS methods, which we believe will facilitate sustained and measurable progress in the field. If you are interested in a teaser, please read our blog post or directly jump to our checklist.
2021
AutoDerain: Memory-efficient Neural Architecture Search for Image Deraining Proceedings Article
In: 2021 International Conference on Visual Communications and Image Processing (VCIP), pp. 1-5, 2021.
Network Pruning Based On Architecture Search and Intermediate Representation Proceedings Article
In: 2021 18th International Computer Conference on Wavelet Active Media Technology and Information Processing (ICCWAMTIP), pp. 230-233, 2021.
Robustifying DARTS by Eliminating Information Bypass Leakage via Explicit Sparse Regularization Proceedings Article
In: 2021 IEEE International Conference on Data Mining (ICDM), pp. 877-885, 2021.
Pruned Genetic-NAS on GPU Accelerator Platforms with Chaos-on-Edge Hyperparameters Proceedings Article
In: 2021 20th IEEE International Conference on Machine Learning and Applications (ICMLA), pp. 958-963, 2021.
E-DARTS: Enhanced Differentiable Architecture Search for Acoustic Scene Classification Proceedings Article
In: 2021 16th International Conference on Computer Engineering and Systems (ICCES), pp. 1-6, 2021.
Optimizing Federated Edge Learning on Non-IID Data via Neural Architecture Search Proceedings Article
In: 2021 IEEE Global Communications Conference (GLOBECOM), pp. 1-6, 2021.
Fact sheet: Automatic self-reported personality recognition Track Proceedings Article
In: ICCV 2021 Understanding Social Behavior in Dyadic and Small Group Interactions Challenge, 2021.
Efficiency Enhancement of Evolutionary Neural Architecture Search via Training-Free Initialization Proceedings Article
In: 2021 8th NAFOSTED Conference on Information and Computer Science (NICS), pp. 138-143, 2021.
Evolutionary Multi-Objective Model Compression for Deep Neural Networks Journal Article
In: IEEE Computational Intelligence Magazine, vol. 16, no. 3, pp. 10-21, 2021.
Iris Recognition using Hough Transform and Neural Architecture Search Network Proceedings Article
In: 2021 Innovations in Power and Advanced Computing Technologies (i-PACT), pp. 1-5, 2021.
Neural Architecture Search based on Cartesian Genetic Programming Coding Method Journal Article
In: Neural and Evolutionary Computing, 2021.
Exploring Robustness of Neural Networks through Graph Measures Technical Report
2021.
Towards One Shot Search Space Poisoning in Neural Architecture Search Technical Report
2021.
AutoCTS: Automated Correlated Time Series Forecasting Journal Article
In: Proc. VLDB Endow., vol. 15, no. 4, pp. 971–983, 2021.
RobustART: Benchmarking Robustness on Architecture Design and Training Techniques Technical Report
2021.
Automated Machine Learning for Satellite Data: Integrating Remote Sensing Pre-trained Models into AutoML Systems Proceedings Article
In: Dong, Yuxiao; Kourtellis, Nicolas; Hammer, Barbara; Lozano, José Antonio (Ed.): Machine Learning and Knowledge Discovery in Databases. Applied Data Science Track - European Conference, ECML PKDD 2021, Bilbao, Spain, September 13-17, 2021, Proceedings, Part V, pp. 447–462, Springer, 2021.
Memorize, Factorize, or be Na$backslash$ Technical Report
2021.
AutoMTL: A Programming Framework for Automated Multi-Task Learning Proceedings Article
In: NeurIPS 2022, 2021.
Neural network surgery: Combining training with topology optimization Journal Article
In: Neural Networks, vol. 144, pp. 384-393, 2021, ISSN: 0893-6080.
2020
APENAS: An Asynchronous Parallel Evolution Based Multi-objective Neural Architecture Search Proceedings Article
In: 2020 IEEE International Symposium on Parallel and Distributed Processing with Applications (ISPA), 2020.
DEff-ARTS: differentiable efficient ARchiTecture search Technical Report
2020.
Extending SpArSe: Automatic Gesture Recognition Architectures for Embedded Devices Proceedings Article
In: 2020 19th IEEE International Conference on Machine Learning and Applications (ICMLA), pp. 7-12, 2020.
MTNAS: Search Multi-Task Networks for Autonomous Driving Technical Report
2020.
Uncertainty quantification using Auto-tuned Surrogates of CFD model Simulating Supersonic flow over tactical missile body Proceedings Article
In: pp. 2885-2892, 2020.
Optimally designed Variational Autoencoders for Efficient Wind Characteristics Modelling Proceedings Article
In: pp. 2869-2876, 2020.
EvoFlow - A Python library for evolving deep neural network architectures in tensorflow Proceedings Article
In: pp. 2288-2295, 2020.
GPCNN - Evolving Convolutional Neural Networks using Genetic Programming Proceedings Article
In: pp. 2684-2691, 2020.
A Memetic Algorithm for Evolving Deep Convolutional Neural Network in Image Classification Proceedings Article
In: pp. 2663-2669, 2020.
Benefits of temporal information for appearance-based gaze estimation Technical Report
2020.
AutonoML - Towards an Integrated Framework for Autonomous Machine Learning Technical Report
2020.
WeightNet - Revisiting the Design Space of Weight Networks Proceedings Article
In: pp. 776-792, 2020.
FDNAS: Improving Data Privacy and Model Diversity in AutoML Technical Report
2020.
Neural Architecture Search with an Efficient Multiobjective Evolutionary Framework Technical Report
2020.
Evolving Neural Architecture Using One Shot Model Technical Report
2020.
Memory-Efficient Hierarchical Neural Architecture Search for Image Restoration Technical Report
2020.
Learning by Self-Explanation, with Application to Neural Architecture Search Technical Report
2020.
Small-Group Learning, with Application to Neural Architecture Search Technical Report
2020.
Searching for Controllable Image Restoration Networks Technical Report
2020.
Single-level Optimization For Differential Architecture Search Technical Report
2020.
Neural Architecture Search using Particle Swarm and Ant Colony Optimization Proceedings Article
In: pp. 229-240, 2020.
aw_nas: A Modularized and Extensible NAS framework Technical Report
2020.
EdgeNAS - Discovering Efficient Neural Architectures for Edge Systems Proceedings Article
In: pp. 288-295, 2020.
Optimizing FPGA-Based CNN Accelerator Using Differentiable Neural Architecture Search Proceedings Article
In: pp. 465-468, 2020.
A Graph-Based Approach to Automatic Convolutional Neural Network Construction for Image Classification Proceedings Article
In: pp. 1-6, 2020.
AutoCaption - Image Captioning with Neural Architecture Search Technical Report
2020.
Joint Search of Data Augmentation Policies and Network Architectures Technical Report
2020.