Author

Benjamin A. Jasperson

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Preprint Aug 2026

Resource Analysis for Quantum Simulation of Spatially Varying Transport-Reaction Equations

Spatially varying coefficients are the primary source of circuit complexity in quantum simulation of linear advection-diffusion-reaction equations. This work presents a resource analysis of single-step quantum propagators constructed using sparse FABLE block encodings, Quantum Singular Value Transformation, and linear-...

Benjamin A. Jasperson, K. Garikipati, Siddhartha Srivastava · 0 citations

#machine learning Preprint Sep 2026

Beyond Compression: Training Latent Representations for Stable Long-Horizon Rollout in Neural Surrogate Solvers

The results show that neural compression should be designed not merely to reduce dimensionality, but to restructure the solution space for stable dynamical evolution, a key requirement for reliable, efficient neural surrogates in scientific applications.

Andreas E. Robertson, Ashley Lenau, John D. Shimanek et al. · 0 citations