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Chongming Liu

2 accepted papers

2026

Beyond Linear Processing: Dendritic Bilinear Integration in Spiking Neural Networks

ICLR 2026poster

As widely used neuron model in Spiking Neural Networks (SNNs), the Leaky Integrate-and-Fire (LIF) model assumes the linear summation of injected currents. However, recent studies have revealed that a biological neuron can integrate inputs nonlinearly and perform computations such as XOR while an LIF…

Cited by 0SourceScholar
2024

Dendritic Integration Inspired Artificial Neural Networks Capture Data Correlation

NeurIPS 2024poster

Incorporating biological neuronal properties into Artificial Neural Networks (ANNs) to enhance computational capabilities is under active investigation in the field of deep learning. Inspired by recent findings indicating that dendrites adhere to quadratic integration rule for synaptic inputs, this…