Tag Archives: ML

05 May 2021

  • (abs, pdf) Jeffreson et al., A scaling relation for the molecular cloud lifetime in Milky Way-like galaxies
  • (abs, pdf) Chadha-Day et al., Axion Dark Matter: What is it and Why Now?
  • (abs, pdf) Ferrada-Chamorro et al., Chemical post-processing of magneto-hydrodynamical simulations of star-forming regions: robustness and pitfalls
  • (abs, pdf) Tarsitano et al., Image feature extraction and galaxy classification: a novel and efficient approach with automated machine learning

04 May 2021

  • (abs, pdf) Xin & Haiman, Ultra-Short-Period Massive Black Hole Binary Candidates in LSST as LISA "Verification Binaries"
  • (abs, pdf) Santos et al., The evolution of the UV luminosity and stellar mass functions of Lyman-alpha emitters from z~2 to z~6
  • (abs, pdf) Axen et al., Transport of Protostellar Cosmic Rays in Turbulent Dense Cores
  • (abs, pdf) Pace et al., Spectroscopic Confirmation of the Sixth Globular Cluster in the Fornax Dwarf Spheroidal Galaxy
  • (abs, pdf) Ni et al., AI-assisted super-resolution cosmological simulations II: Halo substructures, velocities and higher order statistics

21 Apr 2021

  • (abs, pdf) Tagawa et al., Signatures of Hierarchical Mergers in Black Hole Spin and Mass distribution
  • (abs, pdf) Conroy et al., All-Sky Dynamical Response of the Galactic Halo to the Large Magellanic Cloud
  • (abs, pdf) Grassi et al., Reducing the complexity of chemical networks via interpretable autoencoders
  • (abs, pdf) Tanvir et al., Exploration of the high-redshift universe enabled by THESEUS
  • (abs, pdf) Panithanpaisal et al., The Galaxy Progenitors of Stellar Streams around Milky Way-mass Galaxies in the FIRE Cosmological Simulations

20 Apr 2021

  • (abs, pdf) Ayache et al., GAMMA: a new method for modeling relativistic hydrodynamics and non-thermal emission on a moving mesh
  • (abs, pdf) Kim et al., The Compact UV Size of Green Pea Galaxies As Local Analogs of High Redshift Ly$\alpha$-Emitters
  • (abs, pdf) Sarmiento et al., Capturing the physics of MaNGA galaxies with self-supervised Machine Learning
  • (abs, pdf) Yamamoto et al., Testing the effect of resolution on gravitational fragmentation with Lagrangian hydrodynamic schemes

02 Mar 2021

  • (abs, pdf) Marchand et al., Fast methods to track grain coagulation and ionization. I. Analytic derivation
  • (abs, pdf) Kinugawa et al., Gravitational waves from Population III binary black holes are consistent with LIGO/Virgo O3a data for the chirp mass larger than $\sim 20M_{\odot}$
  • (abs, pdf) Elliott et al., Efficient exploration and calibration of a semi-analytical model of galaxy formation with deep learning
  • (abs, pdf) Di Valentino et al., In the Realm of the Hubble tension $-$ a Review of Solutions

17 Feb 2021

  • (abs, pdf) Hardt & Recht, Patterns, predictions, and actions: A story about machine learning
  • (abs, pdf) Bouwens et al., New Determinations of the UV Luminosity Functions from z~9 to z~2 show a remarkable consistency with halo growth and a constant star formation efficiency
  • (abs, pdf) Matthee et al., The X-SHOOTER Lyman-$\alpha$ survey at z=2 (XLS-z2) I: the panchromatic spectrum of typical Lyman-$\alpha$ emitters

15 Feb 2021

  • (abs, pdf) Egana-Ugrinovic et al., The Cosmological Evolution of Self-interacting Dark Matter
  • (abs, pdf) Vallés-Pérez et al., Unravelling cosmic velocity flows: a Helmholtz-Hodge decomposition algorithm for cosmological simulations
  • (abs, pdf) Bellardini et al., 3-D gas-phase elemental abundances across the formation histories of Milky Way-mass galaxies in the FIRE simulations: initial conditions for chemical tagging
  • (abs, pdf) Lauritsen et al., Super-resolving Herschel imaging: a proof of concept using Deep Neural Networks
  • (abs, pdf) Hawkins et al., The Stars of the HETDEX Survey. I. Radial Velocities and Metal-Poor Stars from Low-Resolution Stellar Spectra
  • (abs, pdf) Burnham et al., The Physical Drivers of the Luminosity-Weighted Dust Temperatures in High-Redshift Galaxies
  • (abs, pdf) Shima & Hosokawa, Gravitational Fragmentation of Extremely Metal-poor Circumstellar Discs
  • (abs, pdf) Caravano et al., Lattice Simulations of Inflation