3 papers
cs.LG2026
Cross-subject Muscle Fatigue Detection via Adversarial and Supervised Contrastive Learning with Inception-Attention Network
Zitao Lin, Chang Zhu, Wei Meng
Muscle fatigue detection plays an important role in physical rehabilitation. Previous researches have demonstrated that sEMG offers superior sensitivity in detecting muscle fatigue…
cs.NE2026
AR-LIF: Adaptive reset leaky integrate-and-fire neuron for spiking neural networks
Zeyu Huang, Wei Meng, Quan Liu +2
Spiking neural networks offer low energy consumption due to their event-driven nature. Beyond binary spike outputs, their intrinsic floating-point dynamics merit greater attention.…
cs.NE2025
Improving Low-Latency Learning Performance in Spiking Neural Networks via a Change-Perceptive Dendrite-Soma-Axon Neuron
Zeyu Huang, Wei Meng, Quan Liu +2
Spiking neurons, the fundamental information processing units of Spiking Neural Networks (SNNs), have the all-or-zero information output form that allows SNNs to be more energy-eff…