Shirley Ho
- Discovering Symbolic Models from Deep Learning with Inductive Biases
2020/06/19 by Miles Cranmer, Alvaro Sanchez-Gonzalez, Álvaro Sánchez‐González +14 · 2 voices · 49 citations
Computer Science · Physics and Astronomy · #Explainable Artificial Intelligence (XAI) #Model Reduction and Neural Networks #Neural Networks and Applications #astro-ph.CO #astro-ph.IM #cs.LG #physics.comp-ph #stat.ML
- Sloan Digital Sky Survey IV: Mapping the Milky Way, Nearby Galaxies, and the Distant Universe
2017/06/29 by Michael R. Blanton, Matthew A. Bershady, Bela Abolfathi +398 · 70 citations
Physics and Astronomy · #Galaxies: Formation, Evolution, Phenomena #Astronomy and Astrophysical Research #Gamma-ray bursts and supernovae
- Scientific discovery in the age of artificial intelligence
2023/08/02 by Hanchen Wang, Tianfan Fu, Yuanqi Du +32 · 127 citations
Biochemistry, Genetics and Molecular Biology · Materials Science · #Cell Image Analysis Techniques #Genetics, Bioinformatics, and Biomedical Research #Machine Learning in Materials Science
- Lagrangian Neural Networks
2020/03/10 by Miles Cranmer, Cranmer, Miles, Sam Greydanus +10 · 1 voice · 56 citations
Computer Science · Mathematics · Physics and Astronomy · #Computational Physics and Python Applications #Model Reduction and Neural Networks #Topic Modeling #cs.LG #math.DS #physics.comp-ph #physics.data-an #stat.ML
- CosmoFlow: Using Deep Learning to Learn the Universe at Scale
2018/08/14 by Amrita Mathuriya, Mathuriya, Amrita, Deborah Bard +30 · 1 voice · 3 citations
#astro-ph.CO #astro-ph.IM #cs.LG #physics.comp-ph
- xVal: A Continuous Numerical Tokenization for Scientific Language Models
2023/10/04 by Siavash Golkar, Golkar, Siavash, Mariel Pettee +25 · 2 voices · 3 citations
#stat.ML #cs.AI #cs.CL #cs.LG
- The Quijote Simulations
2020/08/20 by Francisco Villaescusa-Navarro, ChangHoon Hahn, Elena Massara +26 · 31 citations
Physics and Astronomy · #Galaxies: Formation, Evolution, Phenomena #Astronomy and Astrophysical Research #Cosmology and Gravitation Theories
- The Well: a Large-Scale Collection of Diverse Physics Simulations for Machine Learning
2024/11/30 by Ruben Ohana, Michael McCabe, Michael T. McCabe +55 · 2 voices · 36 citations
Decision Sciences · Computer Science · #Scientific Computing and Data Management #Computational Physics and Python Applications #Advanced Data Storage Technologies
- The Multimodal Universe: Enabling Large-Scale Machine Learning with 100TB of Astronomical Scientific Data
2024/12/03 by Jeroen Audenaert, The Multimodal Universe Collaboration, Micah Bowles +54 · 3 voices · 11 citations
#astro-ph.IM #astro-ph.GA #astro-ph.SR
- Rediscovering orbital mechanics with machine learning
2022/02/04 by Pablo Lemos, Lemos, Pablo, N Jeffrey +8 · 2 voices · 12 citations
Computer Science · Materials Science · Physics and Astronomy · #Machine Learning in Materials Science #astro-ph.EP #astro-ph.IM #cs.LG
- SDSS-III Baryon Oscillation Spectroscopic Survey Data Release 12: galaxy target selection and large scale structure catalogues
2015/09/22 by Beth Reid, Shirley Ho, Reid, Beth +81 · 10 citations
Physics and Astronomy · #Astronomy and Astrophysical Research #Astrophysics of Galaxies (astro-ph.GA) #Cosmology and Nongalactic Astrophysics (astro-ph.CO) #FOS: Physical sciences #Galaxies: Formation, Evolution, Phenomena #Scientific Research and Discoveries
- Multiple Physics Pretraining for Physical Surrogate Models
2023/10/04 by Michael T. McCabe, McCabe, Michael, Bruno Régaldo-Saint Blancard +25 · 19 citations
Physics and Astronomy · Computer Science · Biochemistry, Genetics and Molecular Biology · #Model Reduction and Neural Networks #Generative Adversarial Networks and Image Synthesis #Cell Image Analysis Techniques
- Finding the Missing Baryons Using CMB as a Backlight
2009/03/16 by Shirley Ho, Simon DeDeo, Ho, Shirley +3 · 5 citations
Computer Science · Physics and Astronomy · #Astronomy and Astrophysical Research #Computational Physics and Python Applications #Cosmology and Nongalactic Astrophysics (astro-ph.CO) #FOS: Physical sciences #Galaxies: Formation, Evolution, Phenomena
- Learning Symbolic Physics with Graph Networks
2019/09/12 by Miles Cranmer, Cranmer, Miles D., Rui Xu +5 · 8 citations
Computer Science · #Computational Physics (physics.comp-ph) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #FOS: Physical sciences #Instrumentation and Methods for Astrophysics (astro-ph.IM) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Time Series Analysis and Forecasting #Topic Modeling
- Cosmic voids: a novel probe to shed light on our Universe
2019/03/12 by Alice Pisani, Elena Massara, Pisani, Alice +55 · 5 citations
Physics and Astronomy · #Astrophysics and Cosmic Phenomena #Cosmology and Gravitation Theories #Cosmology and Nongalactic Astrophysics (astro-ph.CO) #FOS: Physical sciences #Galaxies: Formation, Evolution, Phenomena
- Posterior Sampling of the Initial Conditions of the Universe from Non-linear Large Scale Structures using Score-Based Generative Models
2023/04/07 by Ronan Legin, Matthew Ho, Legin, Ronan +11 · 5 citations
Computer Science · Decision Sciences · Physics and Astronomy · #Cosmology and Nongalactic Astrophysics (astro-ph.CO) #FOS: Physical sciences #Galaxies: Formation, Evolution, Phenomena #Gaussian Processes and Bayesian Inference #Instrumentation and Methods for Astrophysics (astro-ph.IM) #demographic modeling and climate adaptation
- The Role of Machine Learning in the Next Decade of Cosmology
2019/02/26 by Michelle Ntampaka, Ntampaka, Michelle, Camille Avestruz +57 · 2 citations
Physics and Astronomy · #Astronomy and Astrophysical Research #Cosmology and Nongalactic Astrophysics (astro-ph.CO) #FOS: Physical sciences #Galaxies: Formation, Evolution, Phenomena #Gamma-ray bursts and supernovae #Instrumentation and Methods for Astrophysics (astro-ph.IM)
- TNT: Vision Transformer for Turbulence Simulations
2022/07/11 by Yuchen Dang, Zheyuan Hu, Dang, Yuchen +7 · 3 citations
Computer Science · Physics and Astronomy · #Advanced Vision and Imaging #Model Reduction and Neural Networks #Generative Adversarial Networks and Image Synthesis
- \rm S\scriptsize IMBIG: Cosmological Constraints from the Redshift-Space Galaxy Skew Spectra
2024/01/26 by Jiamin Hou, Azadeh Moradinezhad Dizgah, Hou, Jiamin +17 · 5 citations
Physics and Astronomy · Computer Science · #Galaxies: Formation, Evolution, Phenomena #Astronomy and Astrophysical Research #Blind Source Separation Techniques
- Wavelet Moments for Cosmological Parameter Estimation
2022/04/15 by Michael Eickenberg, Eickenberg, Michael, Erwan Allys +23 · 2 citations
Earth and Planetary Sciences · Environmental Science · Physics and Astronomy · #Applications (stat.AP) #Climate variability and models #Cosmology and Gravitation Theories #Cosmology and Nongalactic Astrophysics (astro-ph.CO) #FOS: Computer and information sciences #FOS: Physical sciences #Geophysics and Gravity Measurements
- Neutrino mass constraint from an Implicit Likelihood Analysis of BOSS voids
2023/07/14 by Leander Thiele, Thiele, Leander, Elena Massara +11 · 3 citations
Physics and Astronomy · #Astrophysics and Cosmic Phenomena #Cosmology and Nongalactic Astrophysics (astro-ph.CO) #FOS: Physical sciences #Galaxies: Formation, Evolution, Phenomena #Particle physics theoretical and experimental studies
- Leaving No Branches Behind: Predicting Baryonic Properties of Galaxies from Merger Trees
2023/11/15 by Chen-Yu Chuang, Christian Kragh Jespersen, Chuang, Chen-Yu +7 · 3 citations
Computer Science · #Astrophysics of Galaxies (astro-ph.GA) #Data Visualization and Analytics #FOS: Physical sciences #Instrumentation and Methods for Astrophysics (astro-ph.IM)
- WFIRST Science Investigation Team "Cosmology with the High Latitude Survey" Annual Report 2017
2018/04/10 by Olivier Doré, Doré, Olivier, Christopher M. Hirata +92 · 2 citations
Physics and Astronomy · #Astronomy and Astrophysical Research #Astrophysics of Galaxies (astro-ph.GA) #Cosmology and Nongalactic Astrophysics (astro-ph.CO) #FOS: Physical sciences #Galaxies: Formation, Evolution, Phenomena #Gamma-ray bursts and supernovae
- Predicting the Initial Conditions of the Universe using a Deterministic Neural Network
2023/03/23 by Vaibhav Jindal, Jindal, Vaibhav, Albert K. Liang +7 · 2 citations
Physics and Astronomy · #Astronomy and Astrophysical Research #Cosmology and Nongalactic Astrophysics (astro-ph.CO) #FOS: Computer and information sciences #FOS: Physical sciences #Galaxies: Formation, Evolution, Phenomena #Machine Learning (cs.LG) #Stellar, planetary, and galactic studies
- Predicting the Thermal Sunyaev-Zel'dovich Field using Modular and Equivariant Set-Based Neural Networks
2022/02/28 by Leander Thiele, Miles Cranmer, Thiele, Leander +7 · 2 citations
Physics and Astronomy · Computer Science · Mathematics · #Galaxies: Formation, Evolution, Phenomena #Computational Physics and Python Applications #Statistical and numerical algorithms
- Contextual Counting: A Mechanistic Study of Transformers on a Quantitative Task
2024/05/30 by Siavash Golkar, Golkar, Siavash, Alberto Bietti +27 · 2 citations
Computer Science · #Neural Networks and Applications
- Report from the Tri-Agency Cosmological Simulation Task Force
2020/05/14 by Andrew Benson, Battaglia, Nick, T. F. Eifler +18 · 1 citation
Engineering · Physics and Astronomy · #Cosmology and Nongalactic Astrophysics (astro-ph.CO) #FOS: Physical sciences #Photocathodes and Microchannel Plates #Solar and Space Plasma Dynamics
- Lost in Latent Space: An Empirical Study of Latent Diffusion Models for Physics Emulation
2025/07/03 by François Rozet, Rozet, François, Ruben Ohana +10 · 1 voice · 6 citations
Computer Science · Decision Sciences · #Advanced Text Analysis Techniques #Scientific Computing and Data Management #Topic Modeling #cs.LG #physics.flu-dyn
- Field-level Emulation of Cosmic Structure Formation with Cosmology and Redshift Dependence
2024/08/14 by Drew Jamieson, Jamieson, Drew, Yin Li +7 · 2 citations
Physics and Astronomy · #Astronomy and Astrophysical Research #Astrophysics and Star Formation Studies #Cosmology and Gravitation Theories #Cosmology and Nongalactic Astrophysics (astro-ph.CO) #FOS: Physical sciences
- Inferring Black Hole Properties from Astronomical Multivariate Time Series with Bayesian Attentive Neural Processes
2021/06/02 by Ji Won Park, Park, Ji Won, A. Villar +14 · 1 citation
Computer Science · Decision Sciences · Mathematics · #FOS: Computer and information sciences #FOS: Physical sciences #Gaussian Processes and Bayesian Inference #High Energy Astrophysical Phenomena (astro-ph.HE) #Instrumentation and Methods for Astrophysics (astro-ph.IM) #Machine Learning (cs.LG) #Multidisciplinary Science and Engineering Research #Statistical and numerical algorithms #Time Series Analysis and Forecasting
- BigBOSS: The Ground-Based Stage IV Dark Energy Experiment
2009/04/02 by David J. Schlegel, Schlegel, David J., Chris Bebek +39 · 1 citation
Physics and Astronomy · #Astrophysics and Cosmic Phenomena #Cosmology and Nongalactic Astrophysics (astro-ph.CO) #Dark Matter and Cosmic Phenomena #FOS: Physical sciences #Galaxies: Formation, Evolution, Phenomena
- AION-1: Omnimodal Foundation Model for Astronomical Sciences
2025/10/20 by Liam Parker, François Lanusse, Parker, Liam +51 · 2 citations
Physics and Astronomy · #Astronomy and Astrophysical Research #Cosmology and Nongalactic Astrophysics (astro-ph.CO) #FOS: Physical sciences #Galaxies: Formation, Evolution, Phenomena #Gamma-ray bursts and supernovae #Instrumentation and Methods for Astrophysics (astro-ph.IM)
- Astrometry with the Wide-Field InfraRed Space Telescope
2017/12/14 by Robyn E. Sanderson, Sanderson, Robyn E., Andrea Bellini +31 · 1 citation
Physics and Astronomy · #Adaptive optics and wavefront sensing #Astronomy and Astrophysical Research #Astrophysics of Galaxies (astro-ph.GA) #Earth and Planetary Astrophysics (astro-ph.EP) #FOS: Physical sciences #Instrumentation and Methods for Astrophysics (astro-ph.IM) #Solar and Stellar Astrophysics (astro-ph.SR) #Stellar, planetary, and galactic studies