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2020 – today
- 2025
[i5]Keyan Chen, Yile Li, Da Long, Zhitong Xu, Wei Xing, Jacob D. Hochhalter, Shandian Zhe:
Pseudo-Physics-Informed Neural Operators: Enhancing Operator Learning from Limited Data. CoRR abs/2502.02682 (2025)- 2024
- [j1]Hongsup Oh, Roman Amici, Geoffrey F. Bomarito, Shandian Zhe, Robert M. Kirby
, Jacob D. Hochhalter:
Inherently interpretable machine learning solutions to differential equations. Eng. Comput. 40(4): 2349-2361 (2024) - [i4]Zachary Bastiani, Robert M. Kirby, Jacob D. Hochhalter, Shandian Zhe:
Complexity-Aware Deep Symbolic Regression with Robust Risk-Seeking Policy Gradients. CoRR abs/2406.06751 (2024) - 2023
- [i3]Hongsup Oh, Roman Amici, Geoffrey F. Bomarito, Shandian Zhe, Robert M. Kirby, Jacob D. Hochhalter:
Genetic Programming Based Symbolic Regression for Analytical Solutions to Differential Equations. CoRR abs/2302.03175 (2023) - [i2]Fabrício Olivetti de França, Marco Virgolin, Michael Kommenda, Maimuna S. Majumder, Miles D. Cranmer, Guilherme Espada, Leon Ingelse, Alcides Fonseca, Mikel Landajuela, Brenden K. Petersen, Ruben Glatt, T. Nathan Mundhenk, C. S. Lee, Jacob D. Hochhalter, David L. Randall, P. Kamienny, H. Zhang, Grant Dick, A. Simon, Bogdan Burlacu, Jaan Kasak, Meera Vieira Machado, Casper Wilstrup, William G. La Cava:
Interpretable Symbolic Regression for Data Science: Analysis of the 2022 Competition. CoRR abs/2304.01117 (2023) - 2022
- [c2]Geoffrey F. Bomarito, Patrick E. Leser, N. C. M. Strauss, K. M. Garbrecht, Jacob D. Hochhalter:
Bayesian model selection for reducing bloat and overfitting in genetic programming for symbolic regression. GECCO Companion 2022: 526-529 - [c1]David L. Randall, Tyler S. Townsend, Jacob D. Hochhalter, Geoffrey F. Bomarito:
Bingo: a customizable framework for symbolic regression with genetic programming. GECCO Companion 2022: 2282-2288 - [i1]Geoffrey F. Bomarito, Patrick E. Leser, N. C. M. Strauss, K. M. Garbrecht, Jacob D. Hochhalter:
Automated Learning of Interpretable Models with Quantified Uncertainty. CoRR abs/2205.01626 (2022)
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