Unified Memcapacitor-Memristor Memory for Synaptic Weights and Neuron Temporal Dynamics
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arXiv
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| Main Authors: | , , , , , , , , , |
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| Format: | Preprint |
| Published: |
2025
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| _version_ | 1866915362124070912 |
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| author | D'Agostino, Simone Massarotto, Marco Torchet, Tristan Moro, Filippo Castellani, Niccolò Grenouillet, Laurent Beilliard, Yann Esseni, David Payvand, Melika Vianello, Elisa |
| author_facet | D'Agostino, Simone Massarotto, Marco Torchet, Tristan Moro, Filippo Castellani, Niccolò Grenouillet, Laurent Beilliard, Yann Esseni, David Payvand, Melika Vianello, Elisa |
| contents | We present a fabricated and experimentally characterized memory stack that unifies memristive and memcapacitive behavior. Exploiting this dual functionality, we design a circuit enabling simultaneous control of spatial and temporal dynamics in recurrent spiking neural networks (RSNNs). Hardware-aware simulations highlight its promise for efficient neuromorphic processing. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2506_22227 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | Unified Memcapacitor-Memristor Memory for Synaptic Weights and Neuron Temporal Dynamics D'Agostino, Simone Massarotto, Marco Torchet, Tristan Moro, Filippo Castellani, Niccolò Grenouillet, Laurent Beilliard, Yann Esseni, David Payvand, Melika Vianello, Elisa Emerging Technologies Neural and Evolutionary Computing Signal Processing We present a fabricated and experimentally characterized memory stack that unifies memristive and memcapacitive behavior. Exploiting this dual functionality, we design a circuit enabling simultaneous control of spatial and temporal dynamics in recurrent spiking neural networks (RSNNs). Hardware-aware simulations highlight its promise for efficient neuromorphic processing. |
| title | Unified Memcapacitor-Memristor Memory for Synaptic Weights and Neuron Temporal Dynamics |
| topic | Emerging Technologies Neural and Evolutionary Computing Signal Processing |
| url | https://arxiv.org/abs/2506.22227 |