[HTML][HTML] PyMC: a modern, and comprehensive probabilistic programming framework in Python

O Abril-Pla, V Andreani, C Carroll, L Dong… - PeerJ Computer …, 2023 - peerj.com
PyMC is a probabilistic programming library for Python that provides tools for constructing
and fitting Bayesian models. It offers an intuitive, readable syntax that is close to the natural …

Early Release Science of the exoplanet WASP-39b with JWST NIRSpec PRISM

Z Rustamkulov, DK Sing, S Mukherjee, EM May, J Kirk… - Nature, 2023 - nature.com
Transmission spectroscopy,–of exoplanets has revealed signatures of water vapour,
aerosols and alkali metals in a few dozen exoplanet atmospheres,. However, these previous …

The Astropy Project: sustaining and growing a community-oriented open-source project and the latest major release (v5. 0) of the core package

Astropy Collaboration - Astrophysical Journal, 2022 - pure.johnshopkins.edu
Abstract The Astropy Project supports and fosters the development of open-source and
openly developed Python packages that provide commonly needed functionality to the …

The Astropy Project: sustaining and growing a community-oriented open-source project and the latest major release (v5. 0) of the core package

AM Price-Whelan, PL Lim, N Earl… - The Astrophysical …, 2022 - iopscience.iop.org
The Python programming language is a high-level, interpreted (as opposed to compiled)
programming language that has become an industry standard across many computational …

Early Release Science of the exoplanet WASP-39b with JWST NIRCam

EM Ahrer, KB Stevenson, M Mansfield, SE Moran… - Nature, 2023 - nature.com
Measuring the metallicity and carbon-to-oxygen (C/O) ratio in exoplanet atmospheres is a
fundamental step towards constraining the dominant chemical processes at work and, if in …

A warm Neptune's methane reveals core mass and vigorous atmospheric mixing

DK Sing, Z Rustamkulov, DP Thorngren, JK Barstow… - Nature, 2024 - nature.com
Observations of transiting gas giant exoplanets have revealed a pervasive depletion of
methane,,–, which has only recently been identified atmospherically,. The depletion is …

A noninteracting galactic black hole candidate in a binary system with a main-sequence star

S Chakrabarti, JD Simon, PA Craig… - The Astronomical …, 2023 - iopscience.iop.org
We describe the discovery of a solar neighborhood (d= 468 pc) binary system with a main-
sequence sunlike star and a massive noninteracting black hole candidate. The spectral …

nautilus: boosting Bayesian importance nested sampling with deep learning

JU Lange - Monthly Notices of the Royal Astronomical Society, 2023 - academic.oup.com
We introduce a novel approach to boost the efficiency of the importance nested sampling
(INS) technique for Bayesian posterior and evidence estimation using deep learning. Unlike …

Nightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43b

TJ Bell, N Crouzet, PE Cubillos, L Kreidberg… - Nature …, 2024 - nature.com
Hot Jupiters are among the best-studied exoplanets, but it is still poorly understood how their
chemical composition and cloud properties vary with longitude. Theoretical models predict …

pyaneti – II. A multidimensional Gaussian process approach to analysing spectroscopic time-series

O Barragán, S Aigrain, VM Rajpaul… - Monthly Notices of the …, 2022 - academic.oup.com
The two most successful methods for exoplanet detection rely on the detection of planetary
signals in photometric and radial velocity time-series. This depends on numerical …