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cs.LG2025
RecTable: Fast Modeling Tabular Data with Rectified Flow
Masane Fuchi, Tomohiro Takagi
Score-based or diffusion models generate high-quality tabular data, surpassing GAN-based and VAE-based models. However, these methods require substantial training time. In this pap…
cs.LG2023
ResBit: Residual Bit Vector for Categorical Values
Masane Fuchi, Amar Zanashir, Hiroto Minami +1
One-hot vectors, a common method for representing discrete/categorical data, in machine learning are widely used because of their simplicity and intuitiveness. However, one-hot vec…