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Author

Tian-Yu Wang

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Open access Aug 2026

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...

Chiung-Han Yeh, Shao-Tian Zhang, Chen Lu et al. · 0 citations
Review Open access Aug 2026

Two‐Dimensional Neuromorphic Electronic Devices and Their Applications in Artificial Neural Network Computing

This review systematically reviews representative 2D material systems and typical neuromorphic device architectures, establishes the mapping relationship between device characteristics and artificial neural network computation, and clarifies the advantages of 2D neuromorphic electronic devices in terms of synaptic plas...

Yun-Shuo Zhang, Xu-Fu Wang, Tian-Yu Wang et al. · 0 citations

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