2 papers
cs.LG2025
Simple Feedfoward Neural Networks are Almost All You Need for Time Series Forecasting
Fan-Keng Sun, Yu-Cheng Wu, Duane S. Boning
Time series data are everywhere -- from finance to healthcare -- and each domain brings its own unique complexities and structures. While advanced models like Transformers and grap…
cs.LG2024
KirchhoffNet: A Scalable Ultra Fast Analog Neural Network
Zhengqi Gao, Fan-Keng Sun, Ron Rohrer +1
In this paper, we leverage a foundational principle of analog electronic circuitry, Kirchhoff's current and voltage laws, to introduce a distinctive class of neural network models…