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Author

Juan Diego Toscano

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#machine learning Preprint Oct 2026

Tractable Inference with Kolmogorov-Arnold Networks

KANs with Tractable Operators for Uncertainty and Constraints (TOUCKANs) are introduced, making statistical operators and integral constraints directly available within an expressive neural surrogate.

Juan Diego Toscano, S. Ranftl, Zhi-Wei Gao et al. · 0 citations

GRAFT-ATHENA: Self-Improving Agentic Teams for Autonomous Discovery and Evolutionary Numerical Algorithms

This work proposes a certified regularization for ill-posed in vivo brain-flow reconstruction, developed a spectrally convergent physics-informed architecture, and established machine-checked universal-approximation theorems for two widely used architectures.

Juan Diego Toscano, Zhao-Jie Chai, G. Karniadakis · 10 citations

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