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J. Gregory Pauloski
J. Gregory Pauloski
Andra namnGregory Pauloski, Greg Pauloski, James Pauloski
Computer Science Ph.D. Student, University of Chicago
Verifierad e-postadress på uchicago.edu - Startsida
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Identifying the best machine learning algorithms for brain tumor segmentation, progression assessment, and overall survival prediction in the BRATS challenge
S Bakas, M Reyes, A Jakab, S Bauer, M Rempfler, A Crimi, RT Shinohara, ...
arXiv preprint arXiv:1811.02629, 2018
17792018
GenSLMs: Genome-scale language models reveal SARS-CoV-2 evolutionary dynamics
M Zvyagin, A Brace, K Hippe, Y Deng, B Zhang, CO Bohorquez, A Clyde, ...
The International Journal of High Performance Computing Applications 37 (6 …, 2023
412023
Convolutional neural network training with distributed K-FAC
JG Pauloski, Z Zhang, L Huang, W Xu, IT Foster
SC20: International Conference for High Performance Computing, Networking …, 2020
322020
Colmena: Scalable machine-learning-based steering of ensemble simulations for high performance computing
L Ward, G Sivaraman, JG Pauloski, Y Babuji, R Chard, N Dandu, ...
2021 IEEE/ACM Workshop on Machine Learning in High Performance Computing …, 2021
302021
KAISA: An Adaptive Second-Order Optimizer Framework for Deep Neural Networks
JG Pauloski, Q Huang, L Huang, S Venkataraman, K Chard, I Foster, ...
Proceedings of the International Conference for High Performance Computing …, 2021
242021
Glioma segmentation and a simple accurate model for overall survival prediction
E Gates, JG Pauloski, D Schellingerhout, D Fuentes
International MICCAI Brainlesion Workshop, 476-484, 2018
242018
The diminishing returns of masked language models to science
Z Hong, A Ajith, G Pauloski, E Duede, K Chard, I Foster
arXiv preprint arXiv:2205.11342, 2022
132022
ScholarBERT: Bigger is Not Always Better
Z Hong, A Ajith, G Pauloski, E Duede, C Malamud, R Magoulas, K Chard, ...
arXiv preprint arXiv:2205.11342, 2022
112022
Efficient I/O for Neural Network Training with Compressed Data
Z Zhang, L Huang, JG Pauloski, IT Foster
2020 IEEE International Parallel and Distributed Processing Symposium (IPDPS …, 2020
82020
Aggregating local storage for scalable deep learning i/o
Z Zhang, L Huang, JG Pauloski, I Foster
2019 IEEE/ACM Third Workshop on Deep Learning on Supercomputers (DLS), 69-75, 2019
72019
Accelerating Communications in Federated Applications with Transparent Object Proxies
JG Pauloski, V Hayot-Sasson, L Ward, N Hudson, C Sabino, ...
Proceedings of the International Conference for High Performance Computing …, 2023
52023
Cloud services enable efficient ai-guided simulation workflows across heterogeneous resources
L Ward, JG Pauloski, V Hayot-Sasson, R Chard, Y Babuji, G Sivaraman, ...
2023 IEEE International Parallel and Distributed Processing Symposium …, 2023
42023
AI-and HPC-enabled Lead Generation for SARS-CoV-2: Models and Processes to Extract Druglike Molecules Contained in Natural Language Text
Z Hong, JG Pauloski, L Ward, K Chard, B Blaiszik, I Foster
arXiv preprint arXiv:2101.04617, 2021
32021
Deep Neural Network Training With Distributed K-FAC
JG Pauloski, L Huang, W Xu, K Chard, IT Foster, Z Zhang
IEEE Transactions on Parallel and Distributed Systems 33 (12), 3616-3627, 2022
22022
Models and Processes to Extract Drug-like Molecules From Natural Language Text
Z Hong, JG Pauloski, L Ward, K Chard, B Blaiszik, I Foster
Frontiers in Molecular Biosciences 8, 636077, 2021
22021
Trillion Parameter AI Serving Infrastructure for Scientific Discovery: A Survey and Vision
NC Hudson, JG Pauloski, M Baughman, A Kamatar, M Sakarvadia, ...
Proceedings of the IEEE/ACM 10th International Conference on Big Data …, 2023
12023
DeepSpeed4Science Initiative: Enabling Large-Scale Scientific Discovery through Sophisticated AI System Technologies
SL Song, B Kruft, M Zhang, C Li, S Chen, C Zhang, M Tanaka, X Wu, ...
arXiv preprint arXiv:2310.04610, 2023
12023
Models and Processes to Extract Drug-like Molecules From Natural
Z Hong, JG Pauloski, L Ward, K Chard, B Blaiszik, I Foster
Computational Approaches to Understand Molecular Mechanisms of SARS-CoV-2, 2022
2022
GenSLMs: Genome-scale language models reveal SARS-CoV-2 evolutionary dynamics.(preprint)
MT Zvyagin, A Brace, K Hippe, Y Deng, B Zhang, CO Bohorquez, A Clyde, ...
2022
2021 IEEE/ACM Workshop on Machine Learning in High Performance Computing Environments (MLHPC)| 978-1-6654-1124-0/21/$31.00© 2021 IEEE| DOI: 10.1109/MLHPC54614. 2021.00015
S Abraham, V Anantharaj, RS Assary, Y Babuji, J Balewski, J Balma, ...
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