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cs.LG2023★ 11 cited
Nominality Score Conditioned Time Series Anomaly Detection by Point/Sequential Reconstruction
Chih-Yu Lai, Fan-Keng Sun, Zhengqi Gao +2
Time series anomaly detection is challenging due to the complexity and variety of patterns that can occur. One major difficulty arises from modeling time-dependent relationships to…
cs.LG2023
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…