77 citations · 78 across the 5 of their papers we have counts for
5 papers
From Noise to Signal: Unveiling Treatment Effects from Digital Health Data through Pharmacology-Informed Neural-SDE
Samira Pakravan, Nikolaos Evangelou, Maxime Usdin +2
Digital health technologies (DHT), such as wearable devices, provide personalized, continuous, and real-time monitoring of patient. These technologies are contributing to the devel…
Neuro-symbolic partial differential equation solver
Pouria Mistani, Samira Pakravan, Rajesh Ilango +2
We present a highly scalable strategy for developing mesh-free neuro-symbolic partial differential equation solvers from existing numerical discretizations found in scientific comp…
JAX-DIPS: Neural bootstrapping of finite discretization methods and application to elliptic problems with discontinuities
Pouria Mistani, Samira Pakravan, Rajesh Ilango +1
We present a scalable strategy for development of mesh-free hybrid neuro-symbolic partial differential equation solvers based on existing mesh-based numerical discretization method…
A fractional stochastic theory for interfacial polarization of cell aggregates
Pouria A. Mistani, Samira Pakravan, Frederic G. Gibou
We present a theoretical framework to model the electric response of cell aggregates. We establish a coarse representation for each cell as a combination of membrane and cytoplasm…
Solving inverse-PDE problems with physics-aware neural networks
Samira Pakravan, Pouria A. Mistani, Miguel Angel Aragon-Calvo +1
We propose a novel composite framework to find unknown fields in the context of inverse problems for partial differential equations (PDEs). We blend the high expressibility of deep…