2023

  • Maulik, Romit, et al. (2023). “Quantifying uncertainty for deep learning based forecasting and flow-reconstruction using neural architecture search ensembles”. Elsevier, Physica D: NonLinear Phenomena. (arXiv)
  • Egele, Romain, et al. “Is One Epoch All You Need For Multi-Fidelity Hyperparameter Optimization”? European Symposium on Artificial Neural Networks, 2023. (arXiv)
  • Egele, Romain, et al. “Asynchronous Decentralized Bayesian Optimization For Large Scale Hyperparameter Optimization”. IEEE, eScience, 2023.

2022

  • Dorier, Matthieu, and Egele, Romain, et al. “HPC Storage Service Autotuning Using Variational-Autoencoder-Guided Asynchronous Bayesian Optimization”. International Conference on Cluster Computing (Cluster). IEEE, 2022. (arXiv)
  • Egele, Romain, et al. “AutoDEUQ: Automated Deep Ensemble with Uncertainty Quantification.” International Conference on Pattern Recognition (ICPR), 2022. (arXiv)

2021

  • Egele, Romain, et al. “AgEBO-tabular: joint neural architecture and hyperparameter search with autotuned data-parallel training for tabular data.” SC21: International Conference for High Performance Computing, Networking, Storage and Analysis. IEEE, 2021. (arXiv)

2020

  • Maulik, Romit, et al. “Recurrent neural network architecture search for geophysical emulation.” SC20: International Conference for High Performance Computing, Networking, Storage and Analysis. IEEE, 2020. (arXiv)
  • Jiang, Shengli, and Prasanna Balaprakash. “Graph Neural Network Architecture Search for Molecular Property Prediction.” 2020 IEEE International Conference on Big Data (Big Data). IEEE, 2020. (arXiv)

2019

  • Balaprakash, Prasanna, and Egele, Romain, et al. “Scalable reinforcement-learning-based neural architecture search for cancer deep learning research.” SC19: International Conference for High Performance Computing, Networking, Storage and Analysis. IEEE, 2019. (arXiv)

2018

  • Balaprakash, Prasanna, et al. “DeepHyper: Asynchronous hyperparameter search for deep neural networks.” 2018 IEEE 25th international conference on high performance computing (HiPC). IEEE, 2018.