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Akhil Premkumar

2 accepted papers

2025

Neural Entropy

NeurIPS 2025spotlight

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 reinstating, imperfectly, information that is erased when data was diffused to noise. This information is stored in a neural netwo…

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