Author

S. Qadeer

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Aug 2026

Accelerating Neural Network-Based Regression and Classification Tasks through Empirical Kernels

Results suggest, and experimental evidence corroborates, that kernel machines relying on empirical kernels extracted from trained DNNs can act as surrogates for trained finite-width DNNs, and determine regimes where both kernel machines trained on features extracted from an underlying DNN are demonstrably superior to t...

S. Qadeer, A. Engel, Amanda A. Howard et al. · SIAM Journal on Scientific C... · 0 citations

#machine learning Jun 2026

Mamba-Assisted Non-Markovian Closure for Reduced-Order Modeling

The Mamba-Assisted Closure (MAC) framework is proposed, which employs a Mamba-based sequence model to predict the closure from the resolved trajectory and couples the learned closure with the reduced-order governing equations through a numerical integrator to advance the resolved variables in time.

Zhifei Wei, S. Qadeer, Panos Stinis · arXiv.org · 0 citations