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Education/Academic qualification
Comp-Computer Science & Engineering, Doctorate Degree
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Comparing Llama-2 and GPT-3 LLMs for HPC Kernels Generation
Valero-Lara, P., Huante, A., Al Lail, M., Godoy, W. F., Teranishi, K., Balaprakash, P. & Vetter, J. S., 2026, Languages and Compilers for Parallel Computing - 36th International Workshop, LCPC 2023, Revised Selected Papers. Dietz, H. (ed.). Springer Science and Business Media Deutschland GmbH, p. 20-32 13 p. (Lecture Notes in Computer Science; vol. 14480 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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Leveraging AI for Productive and Trustworthy HPC Software: Challenges and Research Directions
Teranishi, K., Menon, H., Godoy, W. F., Balaprakash, P., Bau, D., Ben-Nun, T., Bhatele, A., Franchetti, F., Franusich, M., Gamblin, T., Georgakoudis, G., Goldstein, T., Guha, A., Hahn, S. E., Iancu, C., Jin, Z., Jones, T., Low, T. M., Mankad, H. & Miniskar, N. R. & 8 others, , 2026, High Performance Computing - ISC High Performance 2025 International Workshops, Revised Selected Papers. Neuwirth, S., Paul, A. K., Weinzierl, T. & Carson, E. C. (eds.). Springer Science and Business Media Deutschland GmbH, p. 615-625 11 p. (Lecture Notes in Computer Science; vol. 16091 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
Open Access -
Advancing anomaly detection in computational workflows with active learning
Raghavan, K., Papadimitriou, G., Jin, H., Mandal, A., Kiran, M., Balaprakash, P. & Deelman, E., May 2025, In: Future Generation Computer Systems. 166, 107608.Research output: Contribution to journal › Article › peer-review
Open Access2 Scopus citations -
Bayesian Optimized Deep Ensemble for Uncertainty Quantification of Deep Neural Networks: a System Safety Case Study on Sodium Fast Reactor Thermal Stratification Modeling
Abulawi, Z., Hu, R., Balaprakash, P. & Liu, Y., Dec 2025, In: Reliability Engineering and System Safety. 264, 111353.Research output: Contribution to journal › Article › peer-review
19 Scopus citations -
Bridging Speed and Optimality in Job Scheduling: A Hybrid Ant Colony Optimization Approach for Distributed Systems
Jin, H., Zuk, P., Raghavan, K., Jadhav, P., Hamade, A., Deelman, E. & Balaprakash, P., Nov 15 2025, Proceedings of 2025 Workshops of the International Conference on High Performance Computing, Network, Storage, and Analysis, SC 2025 Workshops. Association for Computing Machinery, Inc, p. 2190-2200 11 p. (Proceedings of 2025 Workshops of the International Conference on High Performance Computing, Network, Storage, and Analysis, SC 2025 Workshops).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
Open Access
Datasets
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HydraGNN_Predictive_GFM_2024 - Ensemble of predictive graph foundation models for ground state atomistic materials modeling
Lupo Pasini, M. (Creator), Choi, J. Y. (Creator), Mehta, K. (Creator), Zhang, P. (Creator), Rogers, D. (Creator), Bae, J. (Creator), Ibrahim, K. (Creator), Aji, A. (Creator), Schulz, K. W. (Creator), Polo, J. (Creator) & Balaprakash, P. (Creator), Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States). Oak Ridge Leadership Computing Facility (OLCF); Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States), Nov 1 2024
Dataset