A cascaded PINN architecture coupled with a custom second-order Chebyshev second kind polynomial spectral optimizer (DSO V2 Hybrid) to model ion-electronic drift-diffusion transport in Pt/SrTiO/Si memristive heterostructures across a 20 nm STO film on a 380 $\mu$m Si substrate.
R. Podorozhny, Nikoleta Theodoropoulou, Jelena Tešić
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Preprint
Aug 2026
A blockwise optimizer that minimizes an independent cubic model per parameter tensor over the true block Hessian, under a per-block adaptive cubic constant and a monotone guard on the full loss.
R. Podorozhny
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Preprint
Aug 2026
The measured metrics that help determine if Adam can mitigate the ill-conditioning on a given loss landscape are defined.
R. Podorozhny
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Open access
Jul 2026
A test-driven pipeline is presented that extracts functional requirements (FR) from a problem description, resolves dependencies, maps them into a modular Model-View-Controller (MVC) structure, and generates tests before code, followed by bounded, execution-driven refinement.
Wasay Mohammed Abdul, Ragib Shahariar Ayon, Shibbir Ahmed et al.
· SIGSOFT FSE Companion · 0 citations
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