Author

Zhuo-Cheng Xiao

2 papers indexed here

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Preprint Sep 2026

Activation-Flexible ANN-to-SNN Conversion with Finite-State Markov Neurons

Most ANN-to-SNN conversion methods rely on a specific correspondence between the source activation and the spiking neuron dynamics. We propose a finite-state continuous-time Markov chain (CTMC) neuron framework whose stationary spike flux can approximate every continuous nonnegative monotone activation function on a co...

Rui-Yu Jia, Zhuo-Cheng Xiao · 0 citations

#machine learning Jul 2026

Diffusion learning reveals viable parameter manifolds and compensation geometry in biological dynamical systems

This work formalizes compatible parameter sets as \emph{viable parameter manifolds}: the inverse images of target dynamical features under a parameter-to-feature map, organized as inverse geometry, with diffusion models providing practical tools for sampling, visualizing, and interrogating that geometry.

Rui-Lin Zhang, Louis Tao, Zhuo-Cheng Xiao · arXiv.org · 0 citations