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@LSSTISSC @CMBSciPol

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ASKabalan/README.md

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

Pinned Loading

  1. DifferentiableUniverseInitiative/JaxPM DifferentiableUniverseInitiative/JaxPM Public

    JAX-powered Cosmological Particle-Mesh N-body Solver

    Jupyter Notebook 53 22

  2. DifferentiableUniverseInitiative/jaxDecomp DifferentiableUniverseInitiative/jaxDecomp Public

    JAX bindings for the NVIDIA cuDecomp library

    Python 44 1

  3. CMBSciPol/furax CMBSciPol/furax Public

    Framework for Unified and Robust data Analysis with JAX

    Python 6 2

  4. CMBSciPol/jax-healpy CMBSciPol/jax-healpy Public

    Forked from pchanial/jax-healpy

    Healpy with JAX

    Python 7

  5. slides slides Public

    My slides and presentations

    SCSS

  6. astro-informatics/s2fft astro-informatics/s2fft Public

    S2FFT: Differentiable and accelerated spherical transforms

    Python 207 13