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Published at November 26

On Statistical Rates of Conditional Diffusion Transformers: Approximation, Estimation and Minimax Optimality

stat.ML
cs.AI
cs.CV
cs.LG

Released Date: November 26, 2024

Authors: Jerry Yao-Chieh Hu1, Weimin Wu2, Yi-Chen Lee3, Yu-Chao Huang4, Minshuo Chen5, Han Liu6

Aff.: 1Center for Foundation Models and Generative AI, Northwestern University, Evanston, IL 60208, USA; 2Department of Computer Science, Northwestern University, Evanston, IL 60208, USA; 3Department of Physics, National Taiwan University, Taipei 106319, Taiwan; 4Physics Division, National Center for Theoretical Sciences, Taipei 106319, Taiwan; 5Department of Industrial Engineering & Management Sciences, Northwestern University, Evanston, IL 60208, USA; 6Department of Statistics and Data Science, Northwestern University, Evanston, IL 60208, USA

Arxiv: http://arxiv.org/abs/2411.17522v1