Akhil Premkumar

Physics × Generative AI

Machine Learning & Generative Modeling

Neural Entropy
Akhil Premkumar.
NeurIPS 2025 (Spotlight) · 2025.
[NeurIPS Conference] [arXiv]
Diffusion Models are Kelly Gamblers
Akhil Premkumar.
Preprint, Under review, 2025.
[arXiv]

Quantum Field Theory & Cosmology

Large Deviations in the Early Universe
T. Cohen, D. Green & A. Premkumar.
Physical Review D 107, 083501 (2023).
[Journal] [arXiv]
Regulating Loops in de Sitter Spacetime
Akhil Premkumar.
Physical Review D 109, 045003 (2024).
[Journal] [arXiv]
A Tail of Eternal Inflation
T. Cohen, D. Green & A. Premkumar.
SciPost Phys. 14, 109 (2023).
[Journal] [arXiv]
Stochastic Inflation at NNLO
T. Cohen, D. Green, A. Premkumar & A. Ridgway.
Journal of High Energy Physics 09 (2021) 159.
[Journal] [arXiv]
Dynamical RG and Critical Phenomena in de Sitter Space
Daniel Green, Akhil Premkumar.
Journal of High Energy Physics 2020, 064 (2020).
[Journal] [arXiv]

Preprints & Works in Progress

Diffusion Density Estimators
Akhil Premkumar.
Preprint, 2024.
[arXiv]
Generative Diffusion from an Action Principle
Akhil Premkumar.
Preprint, 2023.
[arXiv]

A more complete, automatically updated publication list is available on Google Scholar.