2 papers
cs.LG2025
Near-Equilibrium Propagation training in nonlinear wave systems
Karol Sajnok, Michał Matuszewski
Backpropagation learning algorithm, the workhorse of modern artificial intelligence, is notoriously difficult to implement in physical neural networks. Equilibrium Propagation (EP)…
physics.optics2025
Modeling Nonlinear Optics with the Transfer Matrix Method
Karol Sajnok, Michał Matuszewski
The Transfer Matrix Method (TMM) is a widely used technique for modeling linear propagation of electromagnetic waves through stratified layered media. However, since its extension…