35 citations · 72 across the 4 of their papers we have counts for
4 papers
Differentiating Metropolis-Hastings to Optimize Intractable Densities
Gaurav Arya, Ruben Seyer, Frank Schäfer +7
We develop an algorithm for automatic differentiation of Metropolis-Hastings samplers, allowing us to differentiate through probabilistic inference, even if the model has discrete…
Automatic Differentiation of Programs with Discrete Randomness
Gaurav Arya, Moritz Schauer, Frank Schäfer +1
Automatic differentiation (AD), a technique for constructing new programs which compute the derivative of an original program, has become ubiquitous throughout scientific computing…
End-to-End Optimization of Metasurfaces for Imaging with Compressed Sensing
Gaurav Arya, William F. Li, Charles Roques-Carmes +3
We present a framework for the end-to-end optimization of metasurface imaging systems that reconstruct targets using compressed sensing, a technique for solving underdetermined ima…
Monte Carlo study of shear-induced alignment of cylindrical micelles in thin films
Gaurav Arya, Athanassios Z. Panagiotopoulos
The behavior of confined cylindrical micelle-forming surfactants under the influence of shear has been investigated using Monte Carlo simulations. The surfactants are modeled as co…