19 citations · 58 across the 4 of their papers we have counts for
Showing astro-ph.IMShow all
3 papers · 1 filter
astro-ph.IM2022★ 15 cited
pmwd: A Differentiable Cosmological Particle-Mesh -body Library
Yin Li, Libin Lu, Chirag Modi +7
The formation of the large-scale structure, the evolution and distribution of galaxies, quasars, and dark matter on cosmological scales, requires numerical simulations. Differentia…
astro-ph.IM2022★ 19 cited
Differentiable Cosmological Simulation with Adjoint Method
Yin Li, Chirag Modi, Drew Jamieson +5
Rapid advances in deep learning have brought not only myriad powerful neural networks, but also breakthroughs that benefit established scientific research. In particular, automatic…
astro-ph.IM2022★ 15 cited
Reconstructing the Universe with Variational self-Boosted Sampling
Chirag Modi, Yin Li, David Blei
Forward modeling approaches in cosmology have made it possible to reconstruct the initial conditions at the beginning of the Universe from the observed survey data. However the hig…