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Optimizing Retrieval-Augmented Generation (RAG) configurations for specific tasks is a complex and resource-intensive challenge. Motivated by this challenge, frameworks for RAG hyper-parameter optimization (HPO) have recently emerged, yet…

We introduce a novel logarithmic spectral estimation method for dark matter searches using gravitational-wave detectors, integrating established dark matter search techniques with insights from computer music analysis. By leveraging…

Cosmology and Nongalactic Astrophysics · Physics 2025-03-06 Alexandre Göttel , Vivien Raymond

Significant human and observational resources have been dedicated to electromagnetic followup of gravitational-wave events detected by Advanced LIGO and Virgo. As the sensitivity of LIGO and Virgo improves, the rate of sources detected will…

Instrumentation and Methods for Astrophysics · Physics 2020-12-16 Daniel Finstad , Duncan A. Brown

This review provides a conceptual and technical survey of methods for parameter estimation of gravitational wave signals in ground-based interferometers such as LIGO and Virgo. We introduce the framework of Bayesian inference and provide an…

General Relativity and Quantum Cosmology · Physics 2024-07-01 Javier Roulet , Tejaswi Venumadhav

The large-scale analysis task of deciphering gravitational wave signals in the LISA data stream will be difficult, requiring a large amount of computational resources and extensive development of computational methods. Its high…

General Relativity and Quantum Cosmology · Physics 2024-12-12 Michael L. Katz , Nikolaos Karnesis , Natalia Korsakova , Jonathan R. Gair , Nikolaos Stergioulas

Recent discoveries of gravitational wave (GW) signals from astrophysical compact binary systems of neutron stars and black holes have firmly established them as prime sources for advanced GW detectors. Theoretical templates of expected…

General Relativity and Quantum Cosmology · Physics 2019-02-04 Soumen Roy , Anand S. Sengupta , Parameswaran Ajith

Low-latency pipelines analyzing gravitational waves from compact binary coalescence events rely on matched filter techniques. Limitations in template banks and waveform modeling, as well as non-stationary detector noise cause errors in…

General Relativity and Quantum Cosmology · Physics 2025-08-21 Sushant Sharma Chaudhary , Gianmarco Puleo , Marco Cavaglia

I explore the possibility of resurrecting an old, non-Bayesian computational approach for inferring the source direction of a gravitational wave from the output of a two-detector network. The method gives the beam pattern response functions…

Instrumentation and Methods for Astrophysics · Physics 2018-05-04 Tom McClain

We introduce a machine learning (ML) framework called $\texttt{TIER}$ for improving the sensitivity of gravitational wave search pipelines. Typically, search pipelines only use a small region of strain data in the vicinity of a candidate…

The detection rate for compact binary mergers has grown as the sensitivity of the global network of ground based gravitational wave detectors has improved, now reaching the stage where robust automation of the analyses is essential.…

General Relativity and Quantum Cosmology · Physics 2021-06-02 Neil J. Cornish

Feature transformation plays a critical role in enhancing machine learning model performance by optimizing data representations. Recent state-of-the-art approaches address this task as a continuous embedding optimization problem, converting…

Machine Learning · Computer Science 2025-08-29 Yang Gao , Dongjie Wang , Scott Piersall , Ye Zhang , Liqiang Wang

Cross-correlation techniques provide a promising avenue for calibrating photometric redshifts and determining redshift distributions using spectroscopy which is systematically incomplete (e.g., current deep spectroscopic surveys fail to…

Instrumentation and Methods for Astrophysics · Physics 2012-01-20 Daniel J. Matthews , Jeffrey A. Newman

Detection of gravitational waves(GW) involves using the network of GW telescopes to observe a large sky region. However, owing to the arrangement of the GW telescopes, even with aLIGO- aVirgo-KAGRA network,parameter estimation accuracy…

General Relativity and Quantum Cosmology · Physics 2018-04-03 Kenji Ono , Kazuhiro Hayama

LIGO's mission critical timing system has enabled gravitational wave and multi-messenger astrophysical discoveries as well as the rich science extracted. Achieving optimal detector sensitivity, detecting transient gravitational waves, and…

In earlier work, we developed an approach for automatic complexity analysis of integer programs, based on an alternating modular inference of upper runtime and size bounds for program parts. In this paper, we show how recent techniques to…

Logic in Computer Science · Computer Science 2022-06-03 Jürgen Giesl , Nils Lommen , Marcel Hark , Fabian Meyer

In August 2017, Advanced Virgo joined Advanced LIGO for the end of the O2 run, leading to the first gravitational waves detections with the three-detector network. This paper describes the Advanced Virgo calibration and the gravitational…

General Relativity and Quantum Cosmology · Physics 2021-11-10 Virgo Collaboration , F. Acernese , T. Adams , K. Agatsuma , L. Aiello , A. Allocca , M. A. Aloy , A. Amato , S. Antier , M. Arène , N. Arnaud , S. Ascenzi , P. Astone , F. Aubin , S. Babak , P. Bacon , F. Badaracco , M. K. M. Bader , F. Baldaccini , G. Ballardin , F. Barone , M. Barsuglia , D. Barta , A. Basti , M. Bawaj , M. Bazzan , M. Bejger , I. Belahcene , S. Bernuzzi , D. Bersanetti , A. Bertolini , M. Bitossi , M. A. Bizouard , S. Bloemen , M. Boer , G. Bogaert , F. Bondu , R. Bonnand , B. A. Boom , V. Boschi , Y. Bouffanais , A. Bozzi , C. Bradaschia , M. Branchesi , T. Briant , F. Brighenti , A. Brillet , V. Brisson , T. Bulik , H. J. Bulten , D. Buskulic , C. Buy , G. Cagnoli , E. Calloni , M. Canepa , P. Canizares , E. Capocasa , F. Carbognani , J. Casanueva Diaz , C. Casentini , S. Caudill , F. Cavalier , R. Cavalieri , G. Cella , P. Cerdá-Durán , G. Cerretani , E. Cesarini , O. Chaibi , E. Chassande-Mottin , A. Chincarini , A. Chiummo , N. Christensen , S. Chua , G. Ciani , R. Ciolfi , F. Cipriano , A. Cirone , F. Cleva , E. Coccia , P. F. Cohadon , D. Cohen , A. Colla , L. Conti , I. Cordero-Carrión , S. Cortese , J. P. Coulon , E. Cuoco , S. D'Antonio , V. Dattilo , M. Davier , C. De Rossi , J. Degallaix , M. De Laurentis , S. Deléglise , W. Del Pozzo , R. De Pietri , R. De Rosa , L. Di Fiore , M. Di Giovanni , T. Di Girolamo , A. Di Lieto , S. Di Pace , I. Di Palma , F. Di Renzo , V. Dolique , M. Drago , M. Eisenmann , D. Estevez , V. Fafone , S. Farinon , F. Feng , I. Ferrante , F. Ferrini , F. Fidecaro , I. Fiori , D. Fiorucci , R. Flaminio , J. A. Font , J. -D. Fournier , S. Frasca , F. Frasconi , V. Frey , L. Gammaitoni , F. Garufi , G. Gemme , E. Genin , A. Gennai , V. Germain , Archisman Ghosh , B. Giacomazzo , A. Giazotto , G. Giordano , J. M. Gonzalez Castro , M. Gosselin , R. Gouaty , A. Grado , M. Granata , G. Greco , P. Groot , P. Gruning , G. M. Guidi , O. Halim , J. Harms , A. Heidmann , H. Heitmann , P. Hello , G. Hemming , T. Hinderer , D. Hoak , D. Hofman , A. Hreibi , D. Huet , A. Iess , G. Intini , J. M. Isac , T. Jacqmin , P. Jaranowski , R. J. G. Jonker , S. Katsanevas , F. Kéfélian , I. Khan , S. Koley , I. Kowalska , A. Królak , A. Kutynia , A. Lartaux-Vollard , C. Lazzaro , P. Leaci , M. Leonardi , N. Leroy , N. Letendre , A. Longo , M. Lorenzini , V. Loriette , G. Losurdo , D. Lumaca , E. Majorana , I. Maksimovic , N. Man , M. Mantovani , F. Marchesoni , F. Marion , A. Marquina , F. Martelli , L. Martellini , A. Masserot , S. Mastrogiovanni , J. Meidam , L. Mereni , M. Merzougui , R. Metzdorff , C. Michel , L. Milano , A. Miller , O. Minazzoli , Y. Minenkov , M. Mohan , M. Montani , B. Mours , I. Nardecchia , L. Naticchioni , G. Nelemans , D. Nichols , S. Nissanke , F. Nocera , M. Obergaulinger , G. Pagano , C. Palomba , F. Paoletti , A. Paoli , A. Pasqualetti , R. Passaquieti , D. Passuello , M. Patil , B. Patricelli , R. Pedurand , A. Perreca , O. J. Piccinni , M. Pichot , F. Piergiovanni , G. Pillant , L. Pinard , R. Poggiani , P. Popolizio , E. K. Porter , L. Possenti , G. A. Prodi , M. Punturo , P. Puppo , P. Rapagnani , M. Razzano , T. Regimbau , L. Rei , F. Ricci , F. Robinet , A. Rocchi , L. Rolland , R. Romano , D. Rosińska , P. Ruggi , L. Salconi , A. Samajdar , N. Sanchis-Gual , B. Sassolas , P. Schmidt , D. Sentenac , V. Sequino , M. Sieniawska , A. Singhal , F. Sorrentino , G. Stratta , B. L. Swinkels , M. Tacca , S. Tiwari , M. Tonelli , A. Torres-Forné , F. Travasso , M. C. Tringali , L. Trozzo , K. W. Tsang , N. van Bakel , M. van Beuzekom , J. F. J. van den Brand , C. Van Den Broeck , L. van der Schaaf , J. V. van Heijningen , M. Vardaro , M. Vasúth , G. Vedovato , D. Verkindt , F. Vetrano , A. Viceré , J. -Y. Vinet , H. Vocca , R. Walet , G. Wang , M. Was , A. R. Williamson , M. Yvert , A. Zadrożny , T. Zelenova , J. P. Zendri , S. Kandhasamy , A. L. Urban

This study presents a novel mixed-precision iterative refinement algorithm, GADI-IR, within the general alternating-direction implicit (GADI) framework, designed for efficiently solving large-scale sparse linear systems. By employing…

Numerical Analysis · Mathematics 2025-03-24 Jifeng Ge , Juan Zhang

The characterization of the Advanced LIGO detectors in the second and third observing runs has increased the sensitivity of the instruments, allowing for a higher number of detectable gravitational-wave signals, and provided confirmation of…

Instrumentation and Methods for Astrophysics · Physics 2021-07-12 D. Davis , J. S. Areeda , B. K. Berger , R. Bruntz , A. Effler , R. C. Essick , R. P. Fisher , P. Godwin , E. Goetz , A. F. Helmling-Cornell , B. Hughey , E. Katsavounidis , A. P. Lundgren , D. M. Macleod , Z. Márka , T. J. Massinger , A. Matas , J. McIver , G. Mo , K. Mogushi , P. Nguyen , L. K. Nuttall , R. M. S. Schofield , D. H. Shoemaker , S. Soni , A. L. Stuver , A. L. Urban , G. Valdes , M. Walker , R. Abbott , C. Adams , R. X. Adhikari , A. Ananyeva , S. Appert , K. Arai , Y. Asali , S. M. Aston , C. Austin , A. M. Baer , M. Ball , S. W. Ballmer , S. Banagiri , D. Barker , C. Barschaw , L. Barsotti , J. Bartlett , J. Betzwieser , R. Beda , D. Bhattacharjee , J. Bidler , G. Billingsley , S. Biscans , C. D. Blair , R. M. Blair , N. Bode , P. Booker , R. Bork , A. Bramley , A. F. Brooks , D. D. Brown , A. Buikema , C. Cahillane , T. A. Callister , G. Caneva Santoro , K. C. Cannon , J. Carlin , K. Chandra , X. Chen , N. Christensen , A. A. Ciobanu , F. Clara , C. M. Compton , S. J. Cooper , K. R. Corley , M. W. Coughlin , S. T. Countryman , P. B. Covas , D. C. Coyne , S. G. Crowder , T. Dal Canton , B. Danila , L. E. H. Datrier , G. S. Davies , T. Dent , N. A. Didio , C. Di Fronzo , K. L. Dooley , J. C. Driggers , P. Dupej , S. E. Dwyer , T. Etzel , M. Evans , T. M. Evans , S. Fairhurst , J. Feicht , A. Fernandez-Galiana , R. Frey , P. Fritschel , V. V. Frolov , P. Fulda , M. Fyffe , B. U. Gadre , J. A. Giaime , K. D. Giardina , G. González , S. Gras , C. Gray , R. Gray , A. C. Green , A. Gupta , E. K. Gustafson , R. Gustafson , J. Hanks , J. Hanson , T. Hardwick , I. W. Harry , R. K. Hasskew , M. C. Heintze , J. Heinzel , N. A. Holland , I. J. Hollows , C. G. Hoy , S. Hughey , S. J. Jadhav , K. Janssens , G. Johns , J. D. Jones , S. Kandhasamy , S. Karki , M. Kasprzack , K. Kawabe , D. Keitel , N. Kijbunchoo , Y. M. Kim , P. J. King , J. S. Kissel , S. Kulkarni , Rahul Kumar , M. Landry , B. B. Lane , B. Lantz , M. Laxen , Y. K. Lecoeuche , J. Leviton , J. Liu , M. Lormand , R. Macas , A. Macedo , M. MacInnis , V. Mandic , G. L. Mansell , S. Márka , B. Martinez , K. Martinovic , D. V. Martynov , K. Mason , F. Matichard , N. Mavalvala , R. McCarthy , D. E. McClelland , S. McCormick , L. McCuller , C. McIsaac , T. McRae , G. Mendell , K. Merfeld , E. L. Merilh , P. M. Meyers , F. Meylahn , I. Michaloliakos , H. Middleton , J. C. Mills , T. Mistry , R. Mittleman , G. Moreno , C. M. Mow-Lowry , S. Mozzon , L. Mueller , N. Mukund , A. Mullavey , J. Muth , T. J. N. Nelson , A. Neunzert , S. Nichols , E. Nitoglia , J. Oberling , J. J. Oh , S. H. Oh , Richard J. Oram , R. G. Ormiston , N. Ormsby , C. Osthelder , D. J. Ottaway , H. Overmier , A. Pai , J. R. Palamos , F. Pannarale , W. Parker , O. Patane , M. Patel , E. Payne , A. Pele , R. Penhorwood , C. J. Perez , K. S. Phukon , M. Pillas , M. Pirello , H. Radkins , K. E. Ramirez , J. W. Richardson , K. Riles , K. Rink , N. A. Robertson , J. G. Rollins , C. L. Romel , J. H. Romie , M. P. Ross , K. Ryan , T. Sadecki , M. Sakellariadou , E. J. Sanchez , L. E. Sanchez , L. Sandles , T. R. Saravanan , R. L. Savage , D. Schaetzl , R. Schnabel , E. Schwartz , D. Sellers , T. Shaffer , D. Sigg , A. M. Sintes , B. J. J. Slagmolen , J. R. Smith , K. Soni , B. Sorazu , A. P. Spencer , K. A. Strain , D. Strom , L. Sun , M. J. Szczepańczyk , J. Tasson , R. Tenorio , M. Thomas , P. Thomas , K. A. Thorne , K. Toland , C. I. Torrie , A. Tran , G. Traylor , M. Trevor , M. Tse , G. Vajente , N. van Remortel , D. C. Vander-Hyde , A. Vargas , J. Veitch , P. J. Veitch , K. Venkateswara , G. Venugopalan , A. D. Viets , V. Villa-Ortega , T. Vo , C. Vorvick , M. Wade , G. S. Wallace , R. L. Ward , J. Warner , B. Weaver , A. J. Weinstein , R. Weiss , K. Wette , D. D. White , L. V. White , C. Whittle , A. R. Williamson , B. Willke , C. C. Wipf , L. Xiao , R. Xu , H. Yamamoto , Hang Yu , Haocun Yu , L. Zhang , Y. Zheng , M. E. Zucker , J. Zweizig

Glitches frequently contaminate data in gravitational-wave detectors, complicating the observation and analysis of astrophysical signals. This work introduces VIGILant, an automatic pipeline for classification and visualization of glitches…

General Relativity and Quantum Cosmology · Physics 2026-04-16 Tiago Fernandes , Francesco Di Renzo , Antonio Onofre , Alejandro Torres-Forné , José A. Font
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