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.
2024
Towards efficient deep learning for medical image analysis Bachelor Thesis
2024.
Syno: Structured Synthesis for Neural Operators Technical Report
2024.
Untrained Filtering with Trained Focusing for Superior Quantum Architecture Search Technical Report
2024.
Spiking Spatio-Temporal Neural Architecture Search for EEG-Based Emotion Recognition Journal Article
In: IEEE Transactions on Instrumentation and Measurement, pp. 1-1, 2024.
Ultra-Low Memory Speech Denoising using Quantization-Aware Neural Architecture Search Proceedings Article
In: 2024 IEEE 34th International Workshop on Machine Learning for Signal Processing (MLSP), pp. 1-6, 2024.
LT-ScaleNAS: Multi-Self-Guides and Bidirectional SubNet Searching ScaleNAS Proceedings Article
In: 2024 4th International Conference on Computer Science and Blockchain (CCSB), pp. 225-229, 2024.
Optimizing PointNet++ and DBSCAN for Object Detection in Automotive Radar Point Clouds Proceedings Article
In: 2024 21st European Radar Conference (EuRAD), pp. 39-42, 2024.
AutoCaps-Zero: Searching for Hardware-Efficient Squash Function in Capsule Networks Proceedings Article
In: 2024 International Conference on Communications, Computing, Cybersecurity, and Informatics (CCCI), pp. 1-8, 2024.
Accelerating Automated Driving and ADAS Using HW/SW Codesign Proceedings Article
In: 2024 IEEE 37th International System-on-Chip Conference (SOCC), pp. 1-6, 2024.
On Multi-Objective Neural Architecture Search for Modeling Network Performance Proceedings Article
In: 2024 15th International Conference on Network of the Future (NoF), pp. 214-218, 2024.
A novel automated neural network architecture search method of air target intent recognition Journal Article
In: Chinese Journal of Aeronautics, 2024, ISSN: 1000-9361.
FlexBCM: Hybrid Block-Circulant Neural Network and Accelerator Co-Search on FPGAs Journal Article
In: IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 43, no. 11, pp. 3852-3863, 2024.
FreePrune: An Automatic Pruning Framework Across Various Granularities Based on Training-Free Evaluation Journal Article
In: IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 43, no. 11, pp. 4033-4044, 2024.
Energy-Aware Integrated Neural Architecture Search and Partitioning for Distributed Internet of Things (IoT) Journal Article
In: IEEE Transactions on Circuits and Systems for Artificial Intelligence, vol. 1, no. 2, pp. 257-271, 2024.
Vision Transformer Neural Architecture Search for Out-of-Distribution Generalization: Benchmark and Insights Proceedings Article
In: The Thirty-eighth Annual Conference on Neural Information Processing Systems, 2024.
Device-Specific Facial Descriptors: Winning a Lottery with a SuperNet Proceedings Article
In: Endriss, Ulle; Melo, Francisco S.; Bach, Kerstin; Diz, Alberto José Bugar'ın; Alonso-Moral, Jose Maria; Barro, Senén; Heintz, Fredrik (Ed.): ECAI 2024 - 27th European Conference on Artificial Intelligence, 19-24 October 2024, Santiago de Compostela, Spain - Including 13th Conference on Prestigious Applications of Intelligent Systems (PAIS 2024), pp. 4439–4442, IOS Press, 2024.
MOTE-NAS: Multi-Objective Training-based Estimate for Efficient Neural Architecture Search Proceedings Article
In: The Thirty-eighth Annual Conference on Neural Information Processing Systems, 2024.
Learning Morphisms with Gauss-Newton Approximation for Growing Networks Technical Report
2024.
Zero-Shot NAS via the Suppression of Local Entropy Decrease Technical Report
2024.
An Architectural Approach to Enhance Deep Long-Tailed Learning Technical Report
2024.
SASE: A Searching Architecture for Squeeze and Excitation Operations Miscellaneous
2024.
A 28-nm 135.19 TOPS/W Bootstrapped-SRAM Compute-in-Memory Accelerator With Layer-Wise Precision and Sparsity Journal Article
In: IEEE Transactions on Circuits and Systems I: Regular Papers, pp. 1-11, 2024.
Retinal Vessel Segmentation via Neuron Programming Technical Report
2024.
Improving Routability Prediction via NAS Using a Smooth One-shot Augmented Predictor Technical Report
2024.
Differentiable Attention Proceedings Article
In: Workshop on Machine Learning and Compression, NeurIPS 2024, 2024.
Research on multi-scenario adaptive acoustic encoders based on neural architecture search Journal Article
In: Frontiers in Physics, vol. 12, 2024, ISSN: 2296-424X.
A Graph Neural Architecture Search Approach for Identifying Bots in Social Media Technical Report
2024.
Neural Architecture Search Using DyNNO for Air Pollution Forecasting Proceedings Article
In: Mata-Rivera, Miguel Félix; Zagal-Flores, Roberto; Barria-Huidobro, Cristian (Ed.): Telematics and Computing, pp. 80–93, Springer Nature Switzerland, Cham, 2024, ISBN: 978-3-031-77290-0.
GreenMachine: Automatic Design of Zero-Cost Proxies for Energy-Efficient NAS Miscellaneous
2024.
Leveraging Transfer Learning in Deep Reinforcement Learning for Solving Combinatorial Optimization Problems Under Uncertainty Journal Article
In: IEEE Access, vol. 12, pp. 181477-181497, 2024.
Knowledge-aware Evolutionary Graph Neural Architecture Search Technical Report
2024.
TSkips: Efficiency Through Explicit Temporal Delay Connections in Spiking Neural Networks Technical Report
2024.
BioNAS: Neural Architecture Search for Multiple Data Modalities in Biomedical Image Classification Proceedings Article
In: Garcia, Fausto P.; Jamil, Akhtar; Hameed, Alaa Ali; Ortis, Alessandro; Ramirez, Isaac Segovia (Ed.): Recent Trends and Advances in Artificial Intelligence, pp. 539–550, Springer Nature Switzerland, Cham, 2024, ISBN: 978-3-031-70924-1.
NAS-PED: Neural Architecture Search for Pedestrian Detection Journal Article
In: IEEE Transactions on Pattern Analysis and Machine Intelligence, pp. 1-18, 2024.
Brain-Inspired Multi-Scale Evolutionary Neural Architecture Search for Deep Spiking Neural Networks Journal Article
In: IEEE Transactions on Evolutionary Computation, pp. 1-1, 2024.
GradAlign for Training-free Model Performance Inference Technical Report
2024.
Puzzle: Distillation-Based NAS for Inference-Optimized LLMs Technical Report
2024.
Task Adaptation of Reinforcement Learning-based NAS Agents through Transfer Learning Technical Report
2024.
AdaScale: Dynamic Context-aware DNN Scaling via Automated Adaptation Loop on Mobile Devices Technical Report
2024.
ILASH: A Predictive Neural Architecture Search Framework for Multi-Task Applications Technical Report
2024.
Application Research of Neural Network Architecture Search in Big Data Analysis Proceedings Article
In: 2024 IEEE 7th International Conference on Information Systems and Computer Aided Education (ICISCAE), pp. 545-551, 2024.
MemNAS: Super-net Neural Architecture Search for Memristor-based DNN Accelerators Proceedings Article
In: 2024 IEEE Workshop on Signal Processing Systems (SiPS), pp. 1-6, 2024.
Evolutionary approach for composing a thoroughly optimized ensemble of regression neural networks Journal Article
In: Egyptian Informatics Journal, vol. 28, pp. 100581, 2024, ISSN: 1110-8665.
ILASH: A Predictive Neural Architecture Search Framework for Multi-Task Applications Technical Report
2024.
PASTA: Neural Architecture Search for Anomaly Detection in Multivariate Time Series Journal Article
In: IEEE Transactions on Emerging Topics in Computational Intelligence, pp. 1-16, 2024.
Research on Key Technologies of Visual Semantic Segmentation and Localization for Autonomous Vehicles Proceedings Article
In: 2024 5th International Conference on Computer Engineering and Intelligent Control (ICCEIC), pp. 308-312, 2024.