2 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…