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Author

Karthik Duraisamy

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Preprint Jul 2026

Evolutionary Feature Engineering for Structured Data

EFE demonstrates that LLM-based evolution can improve both accuracy and interpretability when automatically tackling structured data, and is found to be particularly effective on classical decision trees.

Ege Onur Taga, Yilin Zhuang, M. E. Ildiz et al. · 0 citations
Preprint Jul 2026

In-span learning: adapting reduced-order models using their own predictions

The discovered that a complementary and previously unexploited in-span adaptation channel exists within the current reduced subspace, and obtains a trajectory-informed spectral preconditioner, in which the subspace is unchanged but the basis is reweighted and realigned toward the modes visited by the dynamics.

Amirpasha Hedayat, Laura Balzano, Karthik Duraisamy · 0 citations