3 papers
cs.NE2025
Parameter efficient hybrid spiking-quantum convolutional neural network with surrogate gradient and quantum data-reupload
Luu Trong Nhan, Luu Trung Duong, Pham Ngoc Nam +1
The rapid advancement of artificial intelligence (AI) and deep learning (DL) has catalyzed the emergence of several optimization-driven subfields, notably neuromorphic computing an…
cs.NE2025
Hybrid Temporal-8-Bit Spike Coding for Spiking Neural Network Surrogate Training
Luu Trong Nhan, Luu Trung Duong, Pham Ngoc Nam +1
Spiking neural networks (SNNs) have emerged as a promising direction in both computational neuroscience and artificial intelligence, offering advantages such as strong biological p…
cs.NE2025
Accuracy-Robustness Trade Off via Spiking Neural Network Gradient Sparsity Trail
Luu Trong Nhan, Luu Trung Duong, Pham Ngoc Nam +1
Spiking Neural Networks (SNNs) have attracted growing interest in both computational neuroscience and artificial intelligence, primarily due to their inherent energy efficiency and…