Jia-Ming Liu

Enhancing learning of spiking neural networks with lifetime-tunable optical neuron devices

Temporal heterogeneity is a defining feature of biological neural systems, where neurons with distinct membrane time constants support complementary information-processing functions. However, most hardware spiking neural networks (SNNs) still rely on artificial neurons with fixed membrane dynamics, limiting the abi...