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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Cheng-Yu Sie

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Conference Jul 2026

FEDA: Fast Exponential Decay Approach for Multivariate Time Series Forecasting

Multivariate time series forecasting that uses past observations to predict future data has been widely used in various application. Numerous methods have been developed, including deep learning based approaches. One of the most successful models is Mamba, which is based the state space models (SSMs). However, Mamba an...

Ming-Ting Zhong, Cheng-Yu Sie, Che-Rung Lee · 0 citations
Conference Jul 2026

DATT: Dimension-Augmented Tensor-Train Decomposition for Neural Network Compression

Traditional model reduction techniques for neural network compression usually leverage existing matrix/tensor decomposition methods to explore the redundancy among model parameters, which may overlook the local structures of the models. In this work, we propose a novel low-rank approximation algorithm, called Dimension...

Yu-Chuan Tai, Cheng-Yu Sie, Che-Rung Lee · 0 citations

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