Streamlining Ocean Dynamics Modeling with Fourier Neural Operators: A Multiobjective Hyperparameter and Architecture Optimization Approach
Sun, Yixuan, Sowunmi, Ololade, Egele, Romain, Narayanan, Sri Hari Krishna, Van Roekel, Luke, Balaprakash, Prasanna
Published in Mathematics (Basel) (01.05.2024)
Published in Mathematics (Basel) (01.05.2024)
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Journal Article
AutoDEUQ: Automated Deep Ensemble with Uncertainty Quantification
Egele, Romain, Maulik, Romit, Raghavan, Krishnan, Lusch, Bethany, Guyon, Isabelle, Balaprakash, Prasanna
Published in 2022 26th International Conference on Pattern Recognition (ICPR) (21.08.2022)
Published in 2022 26th International Conference on Pattern Recognition (ICPR) (21.08.2022)
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Conference Proceeding
Refining computer tomography data with super-resolution networks to increase the accuracy of respiratory flow simulations
Liu, Xin, Rüttgers, Mario, Quercia, Alessio, Egele, Romain, Pfaehler, Elisabeth, Shende, Rushikesh, Aach, Marcel, Schröder, Wolfgang, Balaprakash, Prasanna, Lintermann, Andreas
Published in Future generation computer systems (01.10.2024)
Published in Future generation computer systems (01.10.2024)
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Journal Article
HPC Storage Service Autotuning Using Variational- Autoencoder -Guided Asynchronous Bayesian Optimization
Dorier, Matthieu, Egele, Romain, Balaprakash, Prasanna, Koo, Jaehoon, Madireddy, Sandeep, Ramesh, Srinivasan, Malony, Allen D., Ross, Rob
Published in 2022 IEEE International Conference on Cluster Computing (CLUSTER) (01.09.2022)
Published in 2022 IEEE International Conference on Cluster Computing (CLUSTER) (01.09.2022)
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Conference Proceeding
AgEBO-Tabular: Joint Neural Architecture and Hyperparameter Search with Autotuned Data-Parallel Training for Tabular Data
Egele, Romain, Balaprakash, Prasanna, Guyon, Isabelle, Vishwanath, Venkatram, Xia, Fangfang, Stevens, Rick, Liu, Zhengying
Published in SC21: International Conference for High Performance Computing, Networking, Storage and Analysis (14.11.2021)
Published in SC21: International Conference for High Performance Computing, Networking, Storage and Analysis (14.11.2021)
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Conference Proceeding
Parallel Multi-Objective Hyperparameter Optimization with Uniform Normalization and Bounded Objectives
Egele, Romain, Chang, Tyler, Sun, Yixuan, Vishwanath, Venkatram, Balaprakash, Prasanna
Year of Publication 26.09.2023
Year of Publication 26.09.2023
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Journal Article
Quantifying uncertainty for deep learning based forecasting and flow-reconstruction using neural architecture search ensembles
Maulik, Romit, Egele, Romain, Raghavan, Krishnan, Balaprakash, Prasanna
Year of Publication 19.02.2023
Year of Publication 19.02.2023
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Journal Article
Streamlining Ocean Dynamics Modeling with Fourier Neural Operators: A Multiobjective Hyperparameter and Architecture Optimization Approach
Sun, Yixuan, Sowunmi, Ololade, Egele, Romain, Narayanan, Sri Hari Krishna, Van Roekel, Luke, Balaprakash, Prasanna
Year of Publication 07.04.2024
Year of Publication 07.04.2024
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Journal Article
Asynchronous Decentralized Bayesian Optimization for Large Scale Hyperparameter Optimization
Egele, Romain, Guyon, Isabelle, Vishwanath, Venkatram, Balaprakash, Prasanna
Year of Publication 01.07.2022
Year of Publication 01.07.2022
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Journal Article
Optimizing Distributed Training on Frontier for Large Language Models
Dash, Sajal, Lyngaas, Isaac, Yin, Junqi, Wang, Xiao, Egele, Romain, Cong, Guojing, Wang, Feiyi, Balaprakash, Prasanna
Year of Publication 19.12.2023
Year of Publication 19.12.2023
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Journal Article
AgEBO-Tabular: Joint Neural Architecture and Hyperparameter Search with Autotuned Data-Parallel Training for Tabular Data
Egele, Romain, Balaprakash, Prasanna, Vishwanath, Venkatram, Guyon, Isabelle, Liu, Zhengying
Year of Publication 30.10.2020
Year of Publication 30.10.2020
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Journal Article
AI Competitions and Benchmarks: Dataset Development
Egele, Romain, Junior, Julio C. S. Jacques, van Rijn, Jan N, Guyon, Isabelle, Baró, Xavier, Clapés, Albert, Balaprakash, Prasanna, Escalera, Sergio, Moeslund, Thomas, Wan, Jun
Year of Publication 15.04.2024
Year of Publication 15.04.2024
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Journal Article