Alexey V. Serenko

11 papers Journal 5Unranked 6

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	Combination of reward-modulated spike-timing dependent plasticity and temporal difference long-term potentiation in actor-critic spiking neural network. Cogn. Syst. Res. Yunes Tihomirov, Roman B. Rybka, Alexey V. Serenko, Alexander G. Sboev
2025	J	`jnl`	Evaluation of the Accuracy of Converting a Traditional Neural Network into a Pulsed One with Different Methods for Selecting the Neuron Threshold. Autom. Remote. Control. Roman B. Rybka, Alexey V. Serenko, Aleksandr V. Naumov, Alexander G. Sboev
2024	J	`jnl`	Comparison of Bagging and Sparcity Methods for Connectivity Reduction in Spiking Neural Networks with Memristive Plasticity. Big Data Cogn. Comput. Roman B. Rybka, Yury Davydov, Danila Vlasov, Alexey V. Serenko, Alexander G. Sboev, Vyacheslav Ilyin
2024	—	`conf`	Direct Correlational Spike-Timing-Dependent Plasticity Learning Applied to Classification Tasks. ICONIP (2) Alexander G. Sboev, Dmitry Kunitsyn, Yury Davydov, Danila Vlasov, Alexey V. Serenko, Roman B. Rybka, Yuanchao Liu
2023	J	`jnl`	Extraction of Significant Features by Fixed-Weight Layer of Processing Elements for the Development of an Efficient Spiking Neural Network Classifier. Big Data Cogn. Comput. Alexander G. Sboev, Roman B. Rybka, Dmitry Kunitsyn, Alexey V. Serenko, Vyacheslav Ilyin, Vadim Putrolaynen
2023	J	`jnl`	Memristor-based spiking neural network with online reinforcement learning. Neural Networks Danila Vlasov, Anton A. Minnekhanov, Roman B. Rybka, Yury Davydov, Alexander G. Sboev, Alexey V. Serenko, Alexander Ilyasov, Vyacheslav A. Demin
2022	—	`conf`	Spoken Digits Classification Based on Spiking Neural Networks with Memristor-Based STDP. CSCI Danila Vlasov, Yury Davydov, Alexey V. Serenko, Roman B. Rybka, Alexander G. Sboev
2018	—	`conf`	Estimation of the influence of spiking neural network parameters on classification accuracy using a genetic algorithm. BICA Aleksander G. Sboev, Alexey V. Serenko, Roman B. Rybka, Danila Vlasov, Andrey Filchenkov
2018	—	`conf`	Spiking neural network reinforcement learning method based on temporal coding and STDP. BICA Alexander G. Sboev, Danila Vlasov, Roman B. Rybka, Alexey V. Serenko
2017	—	`conf`	Solving a classification task by spiking neurons with STDP and temporal coding. BICA Alexander G. Sboev, Danila Vlasov, Roman B. Rybka, Alexey V. Serenko
2017	—	`conf`	To the role of the choice of the neuron model in spiking network learning on base of Spike-Timing-Dependent Plasticity. BICA Alexander G. Sboev, Roman B. Rybka, Alexey V. Serenko, Danila Vlasov, Nikolay A. Kudryashov, Vyacheslav A. Demin