Frontiers in Neuroscience | Neuromorphic Engineering section | New and Recent Articles https://www.frontiersin.org/journals/neuroscience/sections/neuromorphic-engineering RSS Feed for Neuromorphic Engineering section in the Frontiers in Neuroscience journal | New and Recent Articles en-us Frontiers Feed Generator,version:1 2026-05-13T12:06:15.591+00:00 60 https://www.frontiersin.org/articles/10.3389/fnins.2026.1827009 https://www.frontiersin.org/articles/10.3389/fnins.2026.1827009 <![CDATA[Federated training of spiking neural networks on edge hardware for audio processing]]> 2026-05-13T00:00:00Z Original Research Swaroop S. KaimalAshwin JBS. Sofana RekaPrakash Venugopal https://www.frontiersin.org/articles/10.3389/fnins.2026.1780751 https://www.frontiersin.org/articles/10.3389/fnins.2026.1780751 <![CDATA[Computational modeling of spatiotemporal afterimage visual perception with spiking neural networks]]> 2026-03-17T00:00:00Z Original Research Irena ByzalovHadar Cohen DuwekElishai Ezra Tsur https://www.frontiersin.org/articles/10.3389/fnins.2026.1766765 https://www.frontiersin.org/articles/10.3389/fnins.2026.1766765 <![CDATA[Learned adaptive properties for mitigation of weight perturbations in embedded spiking networks]]> 2026-03-11T00:00:00Z Original Research Sarah LucaT. Patrick XiaoFrances S. ChanceSapan AgarwalCorinne TeeterG. William Chapman https://www.frontiersin.org/articles/10.3389/fnins.2026.1755119 https://www.frontiersin.org/articles/10.3389/fnins.2026.1755119 <![CDATA[Operational manifolds in spiking neural networks]]> 2026-02-18T00:00:00Z Original Research Szymon MazurekJakub CaputaPiotr MajMaciej Wielgosz https://www.frontiersin.org/articles/10.3389/fnins.2026.1697163 https://www.frontiersin.org/articles/10.3389/fnins.2026.1697163 <![CDATA[Evolving spiking neural networks: the role of neuron models and encoding schemes in neuromorphic learning]]> 2026-02-06T00:00:00Z Original Research Bastian Loyola-JaraGabriela Fernández-RodríguezJavier Baladron https://www.frontiersin.org/articles/10.3389/fnins.2026.1772958 https://www.frontiersin.org/articles/10.3389/fnins.2026.1772958 <![CDATA[Bidirectional cross-day alignment of neural spikes and behavior using a hybrid SNN-ANN algorithm]]> 2026-02-04T00:00:00Z Original Research Binjie HongZihang XuTengyu ZhangTielin Zhang https://www.frontiersin.org/articles/10.3389/fnins.2026.1738140 https://www.frontiersin.org/articles/10.3389/fnins.2026.1738140 <![CDATA[Spike-based Q-learning in a non-von Neumann architecture]]> 2026-02-03T00:00:00Z Original Research Donghyuk ShinHyeongcheol JoHyeseung JangYoo Ho JeongYeonJoo JeongJoon Young KwakJongkil ParkSuyoun LeeInho KimJong-Keuk ParkSeongsik ParkHyun Jae JangHyung-Min LeeJaewook Kim https://www.frontiersin.org/articles/10.3389/fnins.2026.1771268 https://www.frontiersin.org/articles/10.3389/fnins.2026.1771268 <![CDATA[Editorial: Theoretical advances and practical applications of spiking neural networks, volume II]]> 2026-01-28T00:00:00Z Editorial Gaetano Di CaterinaMalu ZhangJundong Liu https://www.frontiersin.org/articles/10.3389/fnins.2025.1768235 https://www.frontiersin.org/articles/10.3389/fnins.2025.1768235 <![CDATA[Astrocyte-gated multi-timescale plasticity for online continual learning in deep spiking neural networks]]> 2026-01-27T00:00:00Z Original Research Zhengshan DongWude He https://www.frontiersin.org/articles/10.3389/fnins.2025.1735068 https://www.frontiersin.org/articles/10.3389/fnins.2025.1735068 <![CDATA[An event-based opto-tactile skin]]> 2026-01-23T00:00:00Z Original Research Mohammadreza KoolaniSimeon BamfordPetr TruninSimon F. Müller-CleveMatteo Lo PretiFulvio MastrogiovanniLucia BeccaiChiara Bartolozzi https://www.frontiersin.org/articles/10.3389/fnins.2025.1658490 https://www.frontiersin.org/articles/10.3389/fnins.2025.1658490 <![CDATA[Overcoming quadratic hardware scaling for a fully connected digital oscillatory neural network]]> 2026-01-15T00:00:00Z Original Research Bram F. HaverkortAida Todri-Sanial https://www.frontiersin.org/articles/10.3389/fnins.2025.1735027 https://www.frontiersin.org/articles/10.3389/fnins.2025.1735027 <![CDATA[Sequential analysis and its applications to neuromorphic engineering]]> 2026-01-09T00:00:00Z Original Research Shivaram ManiSaeed AfsharTravis Monk https://www.frontiersin.org/articles/10.3389/fnins.2025.1716204 https://www.frontiersin.org/articles/10.3389/fnins.2025.1716204 <![CDATA[A hybrid Spiking Neural Network–Transformer architecture for motor imagery and sleep apnea detection]]> 2025-12-12T00:00:00Z Original Research Duc Thien PhamMaryam Khoshkhooy TitkanlouRoman Mouček https://www.frontiersin.org/articles/10.3389/fnins.2025.1746610 https://www.frontiersin.org/articles/10.3389/fnins.2025.1746610 <![CDATA[Editorial: Algorithm-hardware co-optimization in neuromorphic computing for efficient AI]]> 2025-12-04T00:00:00Z Editorial Amirreza YousefzadehAlberto Patiño-SaucedoGuido De CroonManolis Sifalakis https://www.frontiersin.org/articles/10.3389/fnins.2025.1687815 https://www.frontiersin.org/articles/10.3389/fnins.2025.1687815 <![CDATA[SSEL: spike-based structural entropic learning for spiking graph neural networks]]> 2025-11-28T00:00:00Z Original Research Shuangming YangYuzhu WuBadong Chen https://www.frontiersin.org/articles/10.3389/fnins.2025.1623497 https://www.frontiersin.org/articles/10.3389/fnins.2025.1623497 <![CDATA[Review of deep learning models with Spiking Neural Networks for modeling and analysis of multimodal neuroimaging data]]> 2025-11-14T00:00:00Z Review Ayesha KhanVickie ShimJustin FernandezNikola K. KasabovAlan Wang https://www.frontiersin.org/articles/10.3389/fnins.2025.1729354 https://www.frontiersin.org/articles/10.3389/fnins.2025.1729354 <![CDATA[Editorial: Novel memristor-based devices and circuits for neuromorphic and AI applications, volume II]]> 2025-11-12T00:00:00Z Editorial Heba AbunahlaSaid Al-Sarawi https://www.frontiersin.org/articles/10.3389/fnins.2025.1667541 https://www.frontiersin.org/articles/10.3389/fnins.2025.1667541 <![CDATA[TDE-3: an improved prior for optical flow computation in spiking neural networks]]> 2025-11-03T00:00:00Z Original Research Matthew YedutenkoFederico Paredes-VallésLyes KhacefGuido de Croon https://www.frontiersin.org/articles/10.3389/fnins.2025.1652274 https://www.frontiersin.org/articles/10.3389/fnins.2025.1652274 <![CDATA[Spiking neural networks for EEG signal analysis using wavelet transform]]> 2025-10-16T00:00:00Z Original Research Li YuanJian WeiYing Liu https://www.frontiersin.org/articles/10.3389/fnins.2025.1665778 https://www.frontiersin.org/articles/10.3389/fnins.2025.1665778 <![CDATA[Balancing accuracy and efficiency: co-design of hybrid quantization and unified computing architecture for spiking neural networks]]> 2025-10-15T00:00:00Z Original Research Jiahao LiMing XuHeng DongBin LanYuxin LiuHe ChenYin ZhuangYizhuang XieLiang Chen