3 papers
cs.AI2026
Formation of structural attractors in neuromorphic systems
Yurii Parzhyn, Alexander Schwarzmann, Mykyta Lapin +1
This paper examines the theory of Invariant Structural Learning (ISL), which proposes a non-optimization approach to concept formation. Learning is interpreted as convergence to st…
cs.AI2025
Few-Shot Learning of a Graph-Based Neural Network Model Without Backpropagation
Mykyta Lapin, Kostiantyn Bokhan, Yurii Parzhyn
We propose a structural-graph approach to classifying contour images in a few-shot regime without using backpropagation. The core idea is to make structure the carrier of explanati…
cs.NE2025
Architecture of Information
Yurii Parzhyn
The paper explores an approach to constructing energy landscapes of a formal neuron and multilayer artificial neural networks (ANNs). Their analysis makes it possible to determine…