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Author

L. Kara

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Open access Oct 2026

Machine Learning Regression-Enhanced Property Prediction of Brush Particle Solids

The development of advanced hybrid materials such as polymer-grafted nanoparticles (aka “brush” or “hairy” particles) hinges on the ability to accurately predict suitable compositions to realize desired functionalities. Such systems are characterized by expensive synthesis, sparse data, and large parameter spaces tha...

Kevin Ferguson, Ayesha Abdullah, Yu-Qi Zhao et al. · 0 citations
Jul 2026

Natural-Language to SysMLv2 Translation via Conformance-Driven Iterative Refinement

A conformance-checker-driven framework for reliable natural-language-to-SysMLv2 translation that enforces production-level acceptance as the termination condition and converts probabilistic outputs into production-accepted SysMLv2 artifacts suitable for loading, visualization, and engineering use.

Chance LaVoie, Eladio Andujar Lugo, Taylan G. Topcu et al. · 1 citation

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