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Author

Fan-Keng Sun

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#artificial intelligence Preprint Sep 2026

Channel-Dependent State Space Model for Multivariate Time Series Forecasting

Multivariate time series forecasting (MTSF) is critical across many real-world domains. Existing deep learning approaches fall into two paradigms with distinct limitations: channel-independent (CI) methods unconditionally ignore cross-variable dependencies and model only temporal dynamics, while channel-dependent (CD)...

Yu-Cheng Wu, Fan-Keng Sun, Li-Chun Lu et al. · 0 citations
#generative ai Sep 2026

KirchhoffNet: End-to-End Analog Circuit Acceleration for ODE-Based Neural Networks

This article introduces KirchhoffNet, a novel class of neural network models inspired by the principles of analog electronic circuitry, specifically Kirchhoff’s laws. KirchhoffNet operates as an analog circuit, where the network input is represented by initial node voltages, and the output corresponds to the node volta...

Su Zheng, Zhengqi Gao, Fan-Keng Sun et al. · 0 citations

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