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Nalini Kumar
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CosmoFlow: Using deep learning to learn the universe at scale
A Mathuriya, D Bard, P Mendygral, L Meadows, J Arnemann, L Shao, ...
SC18: International Conference for High Performance Computing, Networking …, 2018
1252018
Prabhat, and V. Lee,“Cosmoflow: Using deep learning to learn the universe at scale,”
A Mathuriya, D Bard, P Mendygral, L Meadows, J Arnemann, L Shao, ...
Proceedings of the International Conference for High Performance Computing …, 0
18*
DisCo: Physics-based unsupervised discovery of coherent structures in spatiotemporal systems
A Rupe, N Kumar, V Epifanov, K Kashinath, O Pavlyk, F Schlimbach, ...
2019 IEEE/ACM Workshop on Machine Learning in High Performance Computing …, 2019
172019
Scalable behavioral emulation of extreme-scale systems using structural simulation toolkit
A Ramaswamy, N Kumar, A Neelakantan, H Lam, G Stitt
Proceedings of the 47th International Conference on Parallel Processing, 1-11, 2018
152018
Multi-fidelity surrogate modeling for application/architecture co-design
Y Zhang, A Neelakantan, N Kumar, C Park, RT Haftka, NH Kim, H Lam
High Performance Computing Systems. Performance Modeling, Benchmarking, and …, 2018
82018
Behavioral emulation for scalable design-space exploration of algorithms and architectures
N Kumar, C Pascoe, C Hajas, H Lam, G Stitt, A George
High Performance Computing: ISC High Performance 2016 International …, 2016
82016
CMT-bone: a mini-app for compressible multiphase turbulence simulation software
N Kumar, M Sringarpure, T Banerjee, J Hackl, S Balachandar, H Lam, ...
2015 IEEE International Conference on Cluster Computing, 785-792, 2015
72015
Towards unsupervised segmentation of extreme weather events
A Rupe, K Kashinath, N Kumar, V Lee, JP Crutchfield
arXiv preprint arXiv:1909.07520, 2019
42019
Towards foundation models for materials science: The open matsci ml toolkit
KLK Lee, C Gonzales, M Spellings, M Galkin, S Miret, N Kumar
Proceedings of the SC'23 Workshops of The International Conference on High …, 2023
22023
Multi-scale, Multi-objective, Behavioral Modeling & Emulation of Extreme-scale Systems
GS Nalini Kumar, Carlo Pascoe, Dylan Rudolph, Herman Lam, Alan George
Workshop on Modeling & Simulation of Systems & Applications (ModSim), 2014
2*2014
Towards Data-Driven Discovery of Extreme Weather Events
A Rupe, K Kashinath, N Kumar, V Lee, M Prabhat, JP Crutchfield
AGU Fall Meeting Abstracts 2019, U14C-13, 2019
12019
Enabling Performant Thermal Conductivity Modeling with DeePMD and LAMMPS on CPUs
N Piroozan, N Kumar
Proceedings of the SC'23 Workshops of The International Conference on High …, 2023
2023
Enabling Multi-level Network Modeling in Structural Simulation Toolkit for Next-Generation HPC Network Design Space Exploration
SP Chenna, N Kumar, L Borges, M Steyer, P Thierry, M Garzaran
International Conference on High Performance Computing, 366-377, 2023
2023
Physics-Informed Representation Learning for Emergent Organization in Complex Dynamical Systems
A Rupe, K Kashinath, N Kumar, JP Crutchfield
arXiv preprint arXiv:2304.12586, 2023
2023
Artificial Intelligence for Scientific Discovery at High-Performance Computing Scales
KLK Lee, N Kumar
Computer 56 (4), 116-122, 2023
2023
Unsupervised Extreme Weather Segmentation
A Rupe, K Kashinath, N Kumar, JP Crutchfield
AGU Fall Meeting Abstracts 2022, A36B-08, 2022
2022
Using FPGAs to Accelerate HPC and Data Analytics on Intel-Based Systems
T Steinke, E Suarez, T Boku, N Kumar, DE Martin
High Performance Computing: ISC High Performance 2019 International …, 2019
2019
Project DisCo: Physics-based discovery of coherent structures in spatiotemporal systems
A Rupe, K Kashinath, N Kumar, JP Crutchfield, M Prabhat
AGU Fall Meeting Abstracts 2018, IN24A-03, 2018
2018
FPGA-Pipelined Discrete-Event Simulations for Accelerated Behavioral Emulation of Extreme-Scale Systems
GS Carlo Pascoe, Nalini Kumar, Herman Lam
Workshop on Modeling & Simulation of Systems & Applications (ModSim), 2016
2016
Scalable Network Simulations.
N Kumar
Sandia National Lab.(SNL-NM), Albuquerque, NM (United States), 2015
2015
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Articles 1–20