1 citations · 1 across the 3 of their papers we have counts for
3 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★ 1 cited
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…
physics.optics2021
Leaky Integrate-and-Fire Mechanism in Exciton-Polariton Condensates for Photonic Spiking Neurons
K. Tyszka, M. Furman, R. Mirek +8
This paper introduces a new approach to neuromorphic photonics in which microcavities exhibiting strong exciton-photon interaction may serve as building blocks of optical spiking n…