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The fields of astronomy and astrophysics are currently engaged in an unprecedented era of discovery as recent missions have revealed thousands of exoplanets orbiting other stars. While the Kepler Space Telescope mission has enabled most of…

Earth and Planetary Astrophysics · Physics 2017-12-27 Kevin H. Knuth , Ben Placek , Daniel Angerhausen , Jennifer L. Carter , Bryan D'Angelo , Anthony D. Gai , Bertrand Carado

With a new generation of observatories coming online this decade, the process of characterizing exoplanet atmospheres will need to be reinvented. Currently mostly on the instrumental side, characterization bottlenecks will soon stand by the…

Earth and Planetary Astrophysics · Physics 2022-09-16 Prajwal Niraula , Julien de Wit , Iouli E. Gordon , Robert J. Hargreaves , Clara Sousa-Silva , Roman V. Kochanov

What is habitability? Can we quantify it? What do we mean under the term habitable or potentially habitable planet? With estimates of the number of planets in our Galaxy alone running into billions, possibly a number greater than the number…

Earth and Planetary Astrophysics · Physics 2021-07-16 Margarita Safonova , Archana Mathur , Suryoday Basak , Kakoli Bora , Surbhi Agrawal

Exoplanet science promises a continued rapid accumulation of new observations in the near future, energizing a drive to understand and interpret the forthcoming wealth of data to identify signs of life beyond our Solar System. The large…

Recommender Systems (RecSys) have become indispensable in numerous applications, profoundly influencing our everyday experiences. Despite their practical significance, academic research in RecSys often abstracts the formulation of research…

Information Retrieval · Computer Science 2024-06-25 Aixin Sun

The Environmental Extended Multi-Regional Input-Output analysis is the predominant framework in Ecological Economics for assessing the environmental impact of economic activities. This paper introduces ExioML, the first Machine Learning…

Machine Learning · Computer Science 2024-07-09 Yanming Guo , Charles Guan , Jin Ma

The large number of new planets expected from wide-area transit surveys means that follow-up transmission spectroscopy studies of their atmospheres will be limited by the availability of telescope assets. We argue that telescopes covering a…

Earth and Planetary Astrophysics · Physics 2019-04-10 J. S. Morgan , E. Kerins , S. Awiphan , I. McDonald , J. J. Hayes , S. Komonjinda , D. Mkritchian , N. Sanguansak

Foundation models have enabled rapid progress across many specialized domains by leveraging large-scale pre-training on unlabeled data, demonstrating strong generalization to a variety of downstream tasks. While such models have gained…

Computer Vision and Pattern Recognition · Computer Science 2025-10-29 Mirali Purohit , Bimal Gajera , Vatsal Malaviya , Irish Mehta , Kunal Kasodekar , Jacob Adler , Steven Lu , Umaa Rebbapragada , Hannah Kerner

Developing complex engineered systems (CES) poses significant challenges for engineers, managers, designers, and businesspeople alike due to the inherent complexity of the systems and contexts involved. Furthermore, experts have expressed…

Multiagent Systems · Computer Science 2021-03-26 John Meluso , Jesse Austin-Breneman , James P. Bagrow , Laurent Hébert-Dufresne

How the solar wind influences the magnetospheres of the outer planets is a fundamentally important question, but is difficult to answer in the absence of consistent, simultaneous monitoring of the upstream solar wind and the large-scale…

Space Physics · Physics 2024-03-01 M. J. Rutala , C. M. Jackman , M. J. Owens , C. Tao , A. R. Fogg , S. A. Murray , L. Barnard

Atmospheres of transiting exoplanets can be studied spectroscopically using space-based or ground-based observations. Each has its own strengths and weaknesses, so there are benefits to both approaches. This is especially true for…

We are now on a clear trajectory for improvements in exoplanet observations that will revolutionize our ability to characterize their atmospheric structure, composition, and circulation, from gas giants to rocky planets. However, exoplanet…

Earth and Planetary Astrophysics · Physics 2019-05-20 Jonathan J. Fortney , Tyler D. Robinson , Shawn Domagal-Goldman , Anthony D. Del Genio , Iouli E. Gordon , Ehsan Gharib-Nezhad , Nikole Lewis , Clara Sousa-Silva , Vladimir Airapetian , Brian Drouin , Robert J. Hargreaves , Xinchuan Huang , Tijs Karman , Ramses M. Ramirez , Gregory B. Rieker , Jonathan Tennyson , Robin Wordsworth , Sergei N Yurchenko , Alexandria V Johnson , Timothy J. Lee , Chuanfei Dong , Stephen Kane , Mercedes Lopez-Morales , Thomas Fauchez , Timothy Lee , Mark S. Marley , Keeyoon Sung , Nader Haghighipour , Tyler Robinson , Sarah Horst , Peter Gao , Der-you Kao , Courtney Dressing , Roxana Lupu , Daniel Wolf Savin , Benjamin Fleury , Olivia Venot , Daniela Ascenzi , Stefanie Milam , Harold Linnartz , Murthy Gudipati , Guillaume Gronoff , Farid Salama , Lisseth Gavilan , Jordy Bouwman , Martin Turbet , Yves Benilan , Bryana Henderson , Natalie Batalha , Rebecca Jensen-Clem , Timothy Lyons , Richard Freedman , Edward Schwieterman , Jayesh Goyal , Luigi Mancini , Patrick Irwin , Jean-Michel Desert , Karan Molaverdikhani , John Gizis , Jake Taylor , Joshua Lothringer , Raymond Pierrehumbert , Robert Zellem , Natasha Batalha , Sarah Rugheimer , Jacob Lustig-Yaeger , Renyu Hu , Eliza Kempton , Giada Arney , Mike Line , Munazza Alam , Julianne Moses , Nicolas Iro , Laura Kreidberg , Jasmina Blecic , Tom Louden , Paul Molliere , Kevin Stevenson , Mark Swain , Kimberly Bott , Nikku Madhusudhan , Joshua Krissansen-Totton , Drake Deming , Irina Kitiashvili , Evgenya Shkolnik , Zafar Rustamkulov , Leslie Rogers , Laird Close

Code generation models can benefit data scientists' productivity by automatically generating code from context and text descriptions. An important measure of the modeling progress is whether a model can generate code that can correctly…

Software Engineering · Computer Science 2022-11-18 Junjie Huang , Chenglong Wang , Jipeng Zhang , Cong Yan , Haotian Cui , Jeevana Priya Inala , Colin Clement , Nan Duan , Jianfeng Gao

This STScI Working Group (WG) was charged with soliciting community feedback and evaluating the strategic planning for exoplanet science with JWST and HST given the high quality of exoplanet observations, the significantly lengthened…

Instrumentation and Methods for Astrophysics · Physics 2024-04-05 Seth Redfield , Natasha Batalha , Björn Benneke , Beth Biller , Nestor Espinoza , Kevin France , Quinn Konopacky , Laura Kreidberg , Emily Rauscher , David Sing

Spectroscopy of exoplanetary atmospheres has become a well established method for the characterisation of extrasolar planets. We here present a novel inverse retrieval code for exoplanetary atmospheres. TauRex (Tau Retrieval for Exoplanets)…

Earth and Planetary Astrophysics · Physics 2015-06-22 Ingo P. Waldmann , Giovanna Tinetti , Marco Rocchetto , Emma J. Barton , Sergey N. Yurchenko , Jonathan Tennyson

World models are central to building AI agents capable of flexible reasoning and planning. Yet current evaluations (i) test only properties measurable from observed interactions, such as next-frame prediction or task return, and (ii) do not…

In recent years, the integration of prediction and planning through neural networks has received substantial attention. Despite extensive studies on it, there is a noticeable gap in understanding the operation of such models within a…

Robotics · Computer Science 2024-07-09 Jiayu Guo , Mingyue Feng , Pengfei Zhu , Chengjun Li , Jian Pu

The classical picture of our Solar System being the archetypal outcome of planet formation has been rendered obsolete by the astonishing diversity of extrasolar-system architectures. From rare hot-Jupiters to abundant super-Earths and…

Earth and Planetary Astrophysics · Physics 2025-01-17 A. Sánchez-López , Ana P. Millán

The field of exoplanetary science has emerged over the past two decades, rising up alongside traditional solar system planetary science. Both fields focus on understanding the processes which form and sculpt planets through time, yet there…