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Is natural-language-driven earth observation data analysis now feasible with the assistance of Large Language Models (LLMs)? For open science in service of public interest, feasibility requires reliably high accuracy, interactive latencies,…

Computational Engineering, Finance, and Science · Computer Science 2025-09-15 Marquita Ellis , Iksha Gurung , Muthukumaran Ramasubramanian , Rahul Ramachandran

The upcoming Legacy Survey of Space and Time (LSST) at the Vera C. Rubin Observatory is expected to revolutionize solar system astronomy. Unprecedented in scale, this ten-year wide-field survey will collect billions of observations and…

Upgrades to advanced scientific user facilities such as next-generation x-ray light sources, nanoscience centers, and neutron facilities are revolutionizing our understanding of materials across the spectrum of the physical sciences, from…

Computational Engineering, Finance, and Science · Computer Science 2023-12-05 Michael H. Prince , Henry Chan , Aikaterini Vriza , Tao Zhou , Varuni K. Sastry , Matthew T. Dearing , Ross J. Harder , Rama K. Vasudevan , Mathew J. Cherukara

Gender inequity is one of the biggest challenges facing the STEM workforce. While there are many studies that look into gender disparities within STEM and academia, the majority of these have been designed and executed by those unfamiliar…

In this paper we consider some of the issues of working with big data and big spatial data and highlight the need for an open and critical framework. We focus on a set of challenges underlying the collection and analysis of big data. In…

Computers and Society · Computer Science 2020-08-12 Chris Brunsdon , Alexis Comber

The upcoming Vera C. Rubin Observatory Legacy Survey of Space and Time (LSST) will enable astronomers to discover rare and distant astrophysical transients. Host-galaxy association is crucial for selecting the most scientifically…

Instrumentation and Methods for Astrophysics · Physics 2025-12-01 Josh G. Weston , David R. Young , Stephen J. Smartt , Matt Nicholl , Matt J. Jarvis , I. H. Whittam

A number of large spectroscopic surveys of stars in the Milky Way are under way or are being planned. In this context it is important to discuss the extent to which elemental abundances can be used as discriminators between different (known…

Astrophysics of Galaxies · Physics 2015-06-15 Lennart Lindegren , Sofia Feltzing

We present a bibliographic analysis of Chandra, Hubble, and Spitzer publications. We find (a) archival data are used in >60% of the publication output and (b) archives for these missions enable a much broader set of institutions and…

Instrumentation and Methods for Astrophysics · Physics 2019-07-16 J. E. G. Peek , Vandana Desai , Richard L. White , Raffaele D'Abrusco , Joseph M. Mazzarella , Carolyn Grant , Jenny L. Novacescu , Elena Scire , Sherry Winkelman

Astronomy has entered the big data era and Machine Learning based methods have found widespread use in a large variety of astronomical applications. This is demonstrated by the recent huge increase in the number of publications making use…

Instrumentation and Methods for Astrophysics · Physics 2018-07-17 Massimo Brescia , Stefano Cavuoti , Valeria Amaro , Giuseppe Riccio , Giuseppe Angora , Civita Vellucci , Giuseppe Longo

As researchers increasingly turn to large language models (LLMs) to generate synthetic survey data, less attention has been paid to alternative AI paradigms given environmental costs of LLMs. This paper introduces Survey Transfer Learning…

Artificial Intelligence · Computer Science 2025-11-04 Ali Amini

The 8.4m Vera Rubin Observatory Legacy Survey of Space and Time (LSST) will start a ten-year survey of the southern hemisphere sky in 2023. LSST will revolutionise low surface brightness astronomy. It will transform our understanding of…

This year marks the 20th anniversary of the effective beginning of large, systematic redshift surveys of galaxies. These surveys have had a major impact on observational cosmology and on our current understanding of large-scale structures…

Astrophysics · Physics 2007-05-23 Luiz da Costa

Planetary transits detected by the CoRoT mission can be mimicked by a low-mass star in orbit around a giant star. Spectral classification helps to identify the giant stars and also early-type stars which are often excluded from further…

Solar and Stellar Astrophysics · Physics 2019-02-12 M. Ammler-von Eiff , D. Sebastian , E. W. Guenther , B. Stecklum , J. Cabrera

Large-scale structure (LSS) analysis in galaxy surveys is a powerful cosmological probe but is limited by tracer bias, which can obscure underlying information and weaken parameter constraints. Existing methods either model bias or restrict…

Cosmology and Nongalactic Astrophysics · Physics 2025-12-01 Zhujun Jiang , Xiaolin Luo , Wenying Du , Zhiwei Min , Fenfen Yin , Longlong Feng , Jiacheng Ding , Le Zhang , Xiao-Dong Li

Will it be possible in the future to realize large, complex space missions dedicated to basic science like HST, Chandra and JWST? Or will their cost be too great? Today's space scene is completely different from that of even five years ago,…

Instrumentation and Methods for Astrophysics · Physics 2025-12-03 F. Fiore , M. Elvis

Information overload and the rapid pace of scientific advancement make it increasingly difficult to evaluate and allocate resources to new research proposals. Is there a structure to scientific discovery that could inform such decisions? We…

Digital Libraries · Computer Science 2025-08-21 Giacomo Radaelli , Jonah Lynch

Large Language Models (LLMs) are transforming information extraction from academic literature, offering new possibilities for knowledge management. This study presents an LLM-based system designed to extract detailed information about…

Information Retrieval · Computer Science 2025-05-29 Jiseung Yoo , Curran Mahowald , Meiyu Li , Wei Ai

The operation of the Vera C. Rubin Observatory's Legacy Survey of Space and Time (LSST) marks a transformative moment in humanity's capacity to detect and characterize interstellar objects (ISOs). With projections indicating an increase…

Instrumentation and Methods for Astrophysics · Physics 2025-10-16 Omer Eldadi , Gershon Tenenbaum , Abraham Loeb

This paper presents the first item response theory (IRT) analysis of the national data set on introductory, general education, college-level astronomy teaching using the Light and Spectroscopy Concept Inventory (LSCI). We used the…

Physics Education · Physics 2017-10-27 Colin S. Wallace , Timothy G. Chambers , Edward E. Prather

Information overload is a major obstacle to scientific progress. The explosive growth in scientific literature and data has made it ever harder to discover useful insights in a large mass of information. Today scientific knowledge is…

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