Building a Framework for Predictive Science. - Michael M. McKerns; Leif Strand; Tim Sullivan; Alta Fang; Michael A. G. Aivazis (SciPy, 2011)

Hickle: A HDF5-based python pickle replacement. - Danny C. Price; Sebastien Celles; Pieter T. Eendebak; Michael M. McKerns; Eben M. Olson; Colin Raffel; Bairen Yi (J. Open Source Softw., 2018)

Machine Learning Changes the Rules for Flux Limiters. - Nga Nguyen-Fotiadis; Michael M. McKerns; Andrew Sornborger (CoRR, 2021)

Predictive Scale-Bridging Simulations through Active Learning. - Satish Karra; Mohammed Mehana; Nicholas Lubbers; Yu Chen; Abdourahmane Diaw; Javier E. Santos; Aleksandra Pachalieva; Robert S. Pavel; Jeffrey R. Haack; Michael M. McKerns; Christoph Junghans; Qinjun Kang; et al. (CoRR, 2022)

Probabilistic Flux Limiters. - Nga T. T. Nguyen-Fotiadis; Robert Chiodi; Michael M. McKerns; Daniel Livescu; Andrew Sornborger (CoRR, 2024)

Efficient learning of accurate surrogates for simulations of complex systems. - Abdourahmane Diaw; Michael M. McKerns; Irina Sagert; L. G. Stanton; Michael S. Murillo (Nat. Mac. Intell., 2024)

Improving the efficiency of learning-based error mitigation. - Piotr Czarnik; Michael M. McKerns; Andrew T. Sornborger; Lukasz Cincio (Quantum, 2025)