Alexey Serenko

Часть публикаций из профиля, по году от новых к старым. Это не полный список последних работ автора; работы без года — в конце.

• Troubleshooting ANN to SNN Conversion in Classification Problem2025
• Combination of reward-modulated spike-timing dependent plasticity and temporal difference long-term potentiation in actor–critic spiking neural network2025
• Spiking Neural Network with Quantized Weights for Audio Stream Classification2025
• On Solving Classification Tasks Using Spiking Neural Network with Memristive Plasticity and Correlation-Based Learning2025
• Direct Correlational Spike-Timing-Dependent Plasticity Learning Applied to Classification Tasks2025
• Memristor-based spiking neural network with online reinforcement learning2023
• Modeling the Dynamics of Spiking Networks with Memristor-Based STDP to Solve Classification Tasks2021 · аннотациясвернуть

  The problem with training spiking neural networks (SNNs) is relevant due to the ultra-low power consumption these networks could exhibit when implemented in neuromorphic hardware. The ongoing progress in the fabrication…

• Solving a classification task by spiking neural network with STDP based on rate and temporal input encoding2020 · аннотациясвернуть

  This paper develops local learning algorithms to solve a classification task with the help of biologically inspired mathematical models of spiking neural networks involving the mechanism of spike‐timing‐dependent…