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cs.LG2024
Diffusion Density Estimators
Akhil Premkumar
We investigate the use of diffusion models as neural density estimators. The current approach to this problem involves converting the generative process to a smooth flow, known as…
cs.LG2024
Neural Entropy
Akhil Premkumar
We explore the connection between deep learning and information theory through the paradigm of diffusion models. A diffusion model converts noise into structured data by reinstatin…