Tag Archives: ML

03 Nov 2021

  • (abs, pdf) Grishin et al., Transforming gas-rich low-mass disky galaxies into ultra-diffuse galaxies by ram pressure
  • (abs, pdf) Santos-Santos et al., Satellite mass functions and the faint end of the galaxy mass-halo mass relation in LCDM
  • (abs, pdf) Bird et al., The ASTRID Simulation: Galaxy Formation and Reionization
  • (abs, pdf) Harish et al., New spectroscopic confirmations of Lyman-$\alpha$ emitters at z $\sim$ 7 from the LAGER survey
  • (abs, pdf) von Marttens et al., Inferring galaxy dark halo properties from visible matter with Machine Learning
  • (abs, pdf) Asada & Ohta, Search for H$\alpha$ Emitters at $z\sim7.8$: A Constraint on the H$\alpha$-based Star Formation Rate Density

26 Oct 2021

  • (abs, pdf) Lazar & Bromm, Probing the initial mass function of the first stars with transients
  • (abs, pdf) Naidu et al., The Synchrony of Production & Escape: Half the Bright Ly$\alpha$ Emitters at $z\approx2$ have Lyman Continuum Escape Fractions $\approx50\%$
  • (abs, pdf) van de Voort et al., The impact of natal kicks on galactic r-process enrichment by neutron star mergers
  • (abs, pdf) Matthee et al., (Re)Solving Reionization with Ly{\alpha}: How Bright Ly{\alpha} Emitters account for the $z\approx2-8$ Cosmic Ionizing Background
  • (abs, pdf) Bernardini et al., From EMBER to FIRE: predicting high resolution baryon fields from dark matter simulations with Deep Learning
  • (abs, pdf) Varma et al., The building up of observed stellar scaling relations of massive galaxies and the connection to black hole growth in the TNG50 simulation
  • (abs, pdf) Marshall et al., The Impact of Dust on the Sizes of Galaxies in the Epoch of Reionization
  • (abs, pdf) Yue et al., A Candidate Kiloparsec-scale Quasar Pair at $z=5.66$

15 Oct 2021

  • (abs, pdf) Rückert et al., ADOP: Approximate Differentiable One-Pixel Point Rendering
  • (abs, pdf) Casey et al., Mapping Obscuration to Reionization with ALMA (MORA): 2mm Efficiently Selects the Highest-Redshift Obscured Galaxies
  • (abs, pdf) Prichard et al., Lyman Continuum Galaxy Candidates in COSMOS
  • (abs, pdf) Tortora et al., Scaling relations and baryonic cycling in local star-forming galaxies. III. Outflows, effective yields and metal loading factors
  • (abs, pdf) Legrand et al., AstraeusIV : Quantifying the star formation histories of galaxies in the Epoch of Reionization

23 Sept 2021

  • (abs, pdf) Villaescusa-Navarro et al., Multifield Cosmology with Artificial Intelligence
  • (abs, pdf) García-Vergara et al., ALMA reveals large overdensity and strong clustering of galaxies in quasar environments at $z\sim4$
  • (abs, pdf) Stücker et al., Simulating the complexity of the dark matter sheet II: halo and subhalo mass functions for non-cold dark matter models
  • (abs, pdf) Hopkins et al., First Predicted Cosmic Ray Spectra, Primary-to-Secondary Ratios, and Ionization Rates from MHD Galaxy Formation Simulations
  • (abs, pdf) Keim et al., Tidal Distortions in NGC1052-DF2 and NGC1052-DF4: Independent Evidence for a Lack of Dark Matter
  • (abs, pdf) Husain et al., Detectability of Population III stellar remnants as X-ray binaries from tidal captures in the local Universe

16 Sept 2021

  • (abs, pdf) Yates et al., Cosmic metal density evolution in neutral gas: insights from observations and cosmological simulations
  • (abs, pdf) Molaro et al., The effect of inhomogeneous reionisation on the Lyman-$\alpha$ forest power spectrum at redshift $z>4$: implications for thermal parameter recovery
  • (abs, pdf) Mohammad et al., Inpainting hydrodynamical maps with deep learning

20 Aug 2021

  • (abs, pdf) Acquaviva, Teaching Machine Learning for the Physical Sciences: A summary of lessons learned and challenges
  • (abs, pdf) Dosopoulou et al., Galaxy Core Formation by Supermassive Black Hole Binaries: the Importance of Realistic Initial Conditions and Galaxy Morphology
  • (abs, pdf) Schauer et al., Globular Clusters and Streaming Velocities: Testing the new formation channel in high-resolution cosmological simulations

06 Jul 2021

  • (abs, pdf) Xu et al., Predicting halo occupation and galaxy assembly bias with machine learning
  • (abs, pdf) Vikaeus et al., Conditions for detecting lensed Population III galaxies in blind surveys with the James Webb Space Telescope, the Roman Space Telescope and Euclid
  • (abs, pdf) Nagele et al., Collapse of $\sim 10^4$ $M_\odot$ population III supermassive stars with neutrino transfer
  • (abs, pdf) Ricarte et al., Unveiling the Population of Wandering Black Holes via Electromagnetic Signatures