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I'm a PhD candidate in computational cosmology at the AstroParticule & Cosmology Laboratory (APC, CNRS/IN2P3) in Paris, building differentiable and distributed cosmological simulations for the next generation of cosmological surveys.

Research Focus

  • Full-field weak lensing inference - Developing scalable simulation pipelines for LSST
  • CMB component separation - Part of the Simons Observatory collaboration
  • Cross-survey cosmology - Combining CMB and large-scale structure datasets for enhanced constraints
  • High-performance computing - Leveraging JAX, CUDA, and distributed computing for cosmological modeling

Main Projects

Core Packages

Project Description
jaxDecomp JAX bindings to NVIDIA cuDecomp for distributed 3D FFTs and multi-GPU domain decomposition
JaxPM Particle-mesh cosmological simulation toolkit in JAX with multi-accelerator support
FURAX Framework for Unified and Robust data Analysis with JAX for inverse problems in cosmology
jax-healpy JAX-native HEALPix utilities - GPU-ready and differentiable

Tech Stack

Python JAX CUDA C++

Specialties: Distributed Computing | Automatic Differentiation | Bayesian Inference | HPC | CMB Analysis | Weak Lensing

Website: askabalan.github.io

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