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cs.LG2025
From SGD to Spectra: A Theory of Neural Network Weight Dynamics
Brian Richard Olsen, Sam Fatehmanesh, Frank Xiao +2
Deep neural networks have revolutionized machine learning, yet their training dynamics remain theoretically unclear-we develop a continuous-time, matrix-valued stochastic different…
cs.LG2020★ 5 cited
Time Series Forecasting with Stacked Long Short-Term Memory Networks
Frank Xiao
Long Short-Term Memory (LSTM) networks are often used to capture temporal dependency patterns. By stacking multi-layer LSTM networks, it can capture even more complex patterns. Thi…