Exploiting the Complex Dynamics of an ECRAM Memristor for Efficient Neuromorphic Pattern Recognition

Memristive devices with complex temporal dynamics, such as double exponential decays and short-term plasticity, can be leveraged to improve the accuracy and efficiency of neuromorphic pattern recognition architectures like the Hierarchy of Event-Based Time-Surfaces (HOTS).