pith. machine review for the scientific record. sign in

arxiv: 2603.19021 · v1 · submitted 2026-03-19 · 🌀 gr-qc · astro-ph.HE

Recognition: 2 theorem links

· Lean Theorem

GWTC-4.0: Tests of General Relativity. III. Tests of the Remnants

The LIGO Scientific Collaboration , the Virgo Collaboration , the KAGRA Collaboration: A. G. Abac , I. Abouelfettouh , F. Acernese , K. Ackley , C. Adamcewicz , S. Adhicary
show 1773 more authors
D. Adhikari N. Adhikari R. X. Adhikari V. K. Adkins S. Afroz A. Agapito D. Agarwal M. Agathos N. Aggarwal S. Aggarwal O. D. Aguiar I.-L. Ahrend L. Aiello A. Ain P. Ajith T. Akutsu S. Albanesi W. Ali S. Al-Kershi C. All\'en\'e A. Allocca S. Al-Shammari P. A. Altin S. Alvarez-Lopez W. Amar O. Amarasinghe A. Amato F. Amicucci C. Amra A. Ananyeva S. B. Anderson W. G. Anderson M. Andia M. Ando M. Andr\'es-Carcasona T. Andri\'c J. Anglin S. Ansoldi J. M. Antelis S. Antier M. Aoumi E. Z. Appavuravther S. Appert S. K. Apple K. Arai A. Araya M. C. Araya M. Arca Sedda J. S. Areeda N. Aritomi F. Armato S. Armstrong N. Arnaud M. Arogeti S. M. Aronson G. Ashton Y. Aso L. Asprea M. Assiduo S. Assis de Souza Melo S. M. Aston P. Astone F. Attadio F. Aubin K. AultONeal G. Avallone E. A. Avila S. Babak C. Badger S. Bae S. Bagnasco L. Baiotti R. Bajpai T. Baka A. M. Baker K. A. Baker T. Baker G. Baldi N. Baldicchi M. Ball G. Ballardin S. W. Ballmer S. Banagiri B. Banerjee D. Bankar T. M. Baptiste P. Baral M. Baratti J. C. Barayoga B. C. Barish D. Barker N. Barman P. Barneo F. Barone B. Barr L. Barsotti M. Barsuglia D. Barta A. M. Bartoletti M. A. Barton I. Bartos A. Basalaev R. Bassiri A. Basti M. Bawaj P. Baxi J. C. Bayley A. C. Baylor P. A. Baynard II M. Bazzan V. M. Bedakihale F. Beirnaert M. Bejger D. Belardinelli A. S. Bell D. S. Bellie L. Bellizzi W. Benoit I. Bentara J. D. Bentley M. Ben Yaala S. Bera F. Bergamin B. K. Berger S. Bernuzzi M. Beroiz C. P. L. Berry D. Bersanetti T. Bertheas A. Bertolini J. Betzwieser D. Beveridge G. Bevilacqua N. Bevins S. Bhagwat R. Bhandare R. Bhatt D. Bhattacharjee S. Bhattacharyya S. Bhaumik V. Biancalana A. Bianchi I. A. Bilenko G. Billingsley A. Binetti S. Bini C. Binu S. Biot O. Birnholtz S. Biscoveanu A. Bisht M. Bitossi M.-A. Bizouard S. Blaber J. K. Blackburn L. A. Blagg C. D. Blair D. G. Blair N. Bode N. Boettner G. Boileau M. Boldrini G. N. Bolingbroke A. Bolliand L. D. Bonavena R. Bondarescu F. Bondu E. Bonilla M. S. Bonilla A. Bonino R. Bonnand A. Borchers V. Boschi S. Bose V. Bossilkov Y. Bothra A. Boudon L. Bourg M. Boyle A. Bozzi C. Bradaschia P. R. Brady A. Branch M. Branchesi I. Braun T. Briant A. Brillet M. Brinkmann P. Brockill E. Brockmueller A. F. Brooks B. C. Brown D. D. Brown M. L. Brozzetti S. Brunett G. Bruno R. Bruntz J. Bryant Y. Bu F. Bucci J. Buchanan O. Bulashenko T. Bulik H. J. Bulten A. Buonanno K. Burtnyk R. Buscicchio D. Buskulic C. Buy R. L. Byer G. S. Cabourn Davies R. Cabrita V. C\'aceres-Barbosa L. Cadonati G. Cagnoli C. Cahillane A. Calafat T. A. Callister E. Calloni S. R. Callos M. Canepa G. Caneva Santoro K. C. Cannon H. Cao L. A. Capistran E. Capocasa E. Capote G. Capurri G. Carapella F. Carbognani M. Carlassara J. B. Carlin T. K. Carlson M. F. Carney M. Carpinelli G. Carrillo J. J. Carter G. Carullo A. Casallas-Lagos J. Casanueva Diaz C. Casentini S. Y. Castro-Lucas S. Caudill M. Cavagli\`a R. Cavalieri A. Ceja G. Cella P. Cerd\'a-Dur\'an E. Cesarini N. Chabbra W. Chaibi A. Chakraborty P. Chakraborty S. Chakraborty S. Chalathadka Subrahmanya J. C. L. Chan M. Chan K. Chang S. Chao P. Charlton E. Chassande-Mottin C. Chatterjee Debarati Chatterjee Deep Chatterjee M. Chaturvedi S. Chaty K. Chatziioannou A. Chen A. H.-Y. Chen D. Chen H. Chen H. Y. Chen S. Chen Yanbei Chen Yitian Chen H. P. Cheng P. Chessa H. T. Cheung S. Y. Cheung F. Chiadini G. Chiarini A. Chiba A. Chincarini M. L. Chiofalo A. Chiummo C. Chou S. Choudhary N. Christensen S. S. Y. Chua G. Ciani P. Ciecielag M. Cie\'slar M. Cifaldi B. Cirok F. Clara J. A. Clark T. A. Clarke P. Clearwater S. Clesse F. Cleva E. Coccia E. Codazzo P.-F. Cohadon S. Colace E. Colangeli M. Colleoni C. G. Collette J. Collins S. Colloms A. Colombo C. M. Compton G. Connolly L. Conti T. R. Corbitt I. Cordero-Carri\'on S. Corezzi N. J. Cornish I. Coronado A. Corsi R. Cottingham M. W. Coughlin A. Couineaux P. Couvares D. M. Coward R. Coyne A. Cozzumbo J. D. E. Creighton T. D. Creighton P. Cremonese S. Crook R. Crouch J. Csizmazia J. R. Cudell T. J. Cullen A. Cumming E. Cuoco M. Cusinato L. V. Da Concei\c{c}\~ao T. Dal Canton S. Dal Pra G. D\'alya O. Dan B. D'Angelo S. Danilishin S. D'Antonio K. Danzmann K. E. Darroch L. P. Dartez R. Das A. Dasgupta V. Dattilo A. Daumas N. Davari I. Dave A. Davenport M. Davier T. F. Davies D. Davis L. Davis M. C. Davis P. Davis E. J. Daw M. Dax J. De Bolle M. Deenadayalan J. Degallaix M. De Laurentis F. De Lillo S. Della Torre W. Del Pozzo A. Demagny F. De Marco G. Demasi F. De Matteis N. Demos T. Dent A. Depasse N. DePergola R. De Pietri R. De Rosa C. De Rossi M. Desai R. DeSalvo A. DeSimone R. De Simone A. Dhani R. Diab M. C. D\'iaz M. Di Cesare G. Dideron T. Dietrich L. Di Fiore C. Di Fronzo M. Di Giovanni T. Di Girolamo D. Diksha J. Ding S. Di Pace I. Di Palma D. Di Piero F. Di Renzo Divyajyoti A. Dmitriev J. P. Docherty Z. Doctor N. Doerksen E. Dohmen A. Doke A. Domiciano De Souza L. D'Onofrio F. Donovan K. L. Dooley T. Dooney S. Doravari O. Dorosh W. J. D. Doyle M. Drago J. C. Driggers L. Dunn U. Dupletsa P.-A. Duverne D. D'Urso P. Dutta Roy H. Duval S. E. Dwyer C. Eassa M. Ebersold T. Eckhardt G. Eddolls A. Effler J. Eichholz H. Einsle M. Eisenmann M. Emma K. Endo R. Enficiaud L. Errico R. Espinosa M. Esposito R. C. Essick H. Estell\'es T. Etzel M. Evans T. Evstafyeva B. E. Ewing J. M. Ezquiaga F. Fabrizi V. Fafone S. Fairhurst A. M. Farah B. Farr W. M. Farr G. Favaro M. Favata M. Fays M. Fazio J. Feicht M. M. Fejer R. Felicetti E. Fenyvesi J. Fernandes T. Fernandes D. Fernando S. Ferraiuolo T. A. Ferreira F. Fidecaro A. Fienga P. Figura A. Fiori I. Fiori E. Finch M. Fishbach R. P. Fisher R. Fittipaldi V. Fiumara R. Flaminio S. M. Fleischer L. S. Fleming E. Floden H. Fong J. A. Font F. Fontinele-Nunes C. Foo B. Fornal K. Franceschetti N. Franchini F. Frappez S. Frasca F. Frasconi J. P. Freed Z. Frei A. Freise O. Freitas R. Frey W. Frischhertz P. Fritschel V. V. Frolov G. G. Fronz\'e M. Fuentes-Garcia S. Fujii T. Fujimori P. Fulda M. Fyffe B. Gadre J. R. Gair S. Galaudage V. Galdi R. Gamba A. Gamboa S. Gamoji D. Ganapathy A. Ganguly B. Garaventa J. Garc\'ia-Bellido C. Garc\'ia-Quir\'os J. W. Gardner K. A. Gardner S. Garg J. Gargiulo X. Garrido A. Garron F. Garufi P. A. Garver C. Gasbarra B. Gateley F. Gautier V. Gayathri T. Gayer G. Gemme A. Gennai V. Gennari J. George R. George O. Gerberding L. Gergely Archisman Ghosh Sayantan Ghosh Shaon Ghosh Shrobana Ghosh Suprovo Ghosh Tathagata Ghosh J. A. Giaime K. D. Giardina D. R. Gibson C. Gier S. Gkaitatzis J. Glanzer F. Glotin J. Godfrey R. V. Godley P. Godwin A. S. Goettel E. Goetz J. Golomb S. Gomez Lopez B. Goncharov G. Gonz\'alez P. Goodarzi S. Goode A. W. Goodwin-Jones M. Gosselin R. Gouaty D. W. Gould K. Govorkova A. Grado V. Graham A. E. Granados M. Granata V. Granata S. Gras P. Grassia J. Graves C. Gray R. Gray G. Greco A. C. Green L. Green S. M. Green S. R. Green C. Greenberg A. M. Gretarsson H. K. Griffin D. Griffith H. L. Griggs G. Grignani C. Grimaud H. Grote S. Grunewald D. Guerra D. Guetta G. M. Guidi A. R. Guimaraes H. K. Gulati F. Gulminelli H. Guo W. Guo Y. Guo Anuradha Gupta I. Gupta N. C. Gupta S. K. Gupta V. Gupta N. Gupte J. Gurs N. Gutierrez N. Guttman F. Guzman D. Haba M. Haberland S. Haino E. D. Hall E. Z. Hamilton G. Hammond M. Haney J. Hanks C. Hanna M. D. Hannam O. A. Hannuksela A. G. Hanselman H. Hansen J. Hanson S. Hanumasagar R. Harada A. R. Hardison S. Harikumar K. Haris I. Harley-Trochimczyk T. Harmark J. Harms G. M. Harry I. W. Harry J. Hart B. Haskell C.-J. Haster K. Haughian H. Hayakawa K. Hayama M. C. Heintze J. Heinze J. Heinzel H. Heitmann F. Hellman A. F. Helmling-Cornell G. Hemming O. Henderson-Sapir M. Hendry I. S. Heng M. H. Hennig C. Henshaw M. Heurs A. L. Hewitt J. Heynen J. Heyns S. Higginbotham S. Hild S. Hill Y. Himemoto N. Hirata C. Hirose D. Hofman B. E. Hogan N. A. Holland K. Holley-Bockelmann I. J. Hollows D. E. Holz L. Honet D. J. Horton-Bailey J. Hough S. Hourihane N. T. Howard E. J. Howell C. G. Hoy C. A. Hrishikesh P. Hsi H.-F. Hsieh H.-Y. Hsieh C. Hsiung S.-H. Hsu W.-F. Hsu Q. Hu H. Y. Huang Y. Huang Y. T. Huang A. D. Huddart B. Hughey V. Hui S. Husa R. Huxford L. Iampieri G. A. Iandolo M. Ianni G. Iannone J. Iascau K. Ide R. Iden A. Ierardi S. Ikeda H. Imafuku Y. Inoue G. Iorio P. Iosif M. H. Iqbal J. Irwin R. Ishikawa M. Isi K. S. Isleif Y. Itoh M. Iwaya B. R. Iyer C. Jacquet P.-E. Jacquet T. Jacquot S. J. Jadhav S. P. Jadhav M. Jain T. Jain A. L. James K. Jani J. Janquart N. N. Janthalur S. Jaraba P. Jaranowski R. Jaume W. Javed A. Jennings M. Jensen W. Jia J. Jiang H.-B. Jin G. R. Johns N. A. Johnson N. K. Johnson-McDaniel M. C. Johnston R. Johnston N. Johny D. H. Jones D. I. Jones R. Jones H. E. Jose P. Joshi S. K. Joshi G. Joubert J. Ju L. Ju K. Jung J. Junker V. Juste H. B. Kabagoz T. Kajita I. Kaku V. Kalogera M. Kalomenopoulos M. Kamiizumi N. Kanda S. Kandhasamy G. Kang N. C. Kannachel J. B. Kanner S. A. KantiMahanty S. J. Kapadia D. P. Kapasi M. Karthikeyan M. Kasprzack H. Kato T. Kato E. Katsavounidis W. Katzman R. Kaushik K. Kawabe R. Kawamoto D. Keitel L. J. Kemperman J. Kennington F. A. Kerkow R. Kesharwani J. S. Key R. Khadela S. Khadka S. S. Khadkikar F. Y. Khalili F. Khan T. Khanam M. Khursheed N. M. Khusid W. Kiendrebeogo N. Kijbunchoo C. Kim J. C. Kim K. Kim M. H. Kim S. Kim Y.-M. Kim C. Kimball K. Kimes M. Kinnear J. S. Kissel S. Klimenko A. M. Knee E. J. Knox N. Knust K. Kobayashi S. M. Koehlenbeck G. Koekoek K. Kohri K. Kokeyama S. Koley P. Kolitsidou A. E. Koloniari K. Komori A. K. H. Kong A. Kontos L. M. Koponen M. Korobko X. Kou A. Koushik N. Kouvatsos M. Kovalam T. Koyama D. B. Kozak S. L. Kranzhoff V. Kringel N. V. Krishnendu S. Kroker A. Kr\'olak K. Kruska J. Kubisz G. Kuehn S. Kulkarni A. Kulur Ramamohan Achal Kumar Anil Kumar Praveen Kumar Prayush Kumar Rahul Kumar Rakesh Kumar J. Kume K. Kuns N. Kuntimaddi S. Kuroyanagi S. Kuwahara K. Kwak K. Kwan S. Kwon G. Lacaille D. Laghi A. H. Laity E. Lalande M. Lalleman P. C. Lalremruati M. Landry B. B. Lane R. N. Lang J. Lange R. Langgin B. Lantz I. La Rosa J. Larsen A. Lartaux-Vollard P. D. Lasky J. Lawrence M. Laxen C. Lazarte A. Lazzarini C. Lazzaro P. Leaci L. Leali Y. K. Lecoeuche H. M. Lee H. W. Lee J. Lee K. Lee R.-K. Lee R. Lee Sungho Lee Sunjae Lee Y. Lee I. N. Legred J. Lehmann L. Lehner M. Le Jean A. Lema\^itre M. Lenti M. Leonardi M. Lequime N. Leroy M. Lesovsky N. Letendre M. Lethuillier Y. Levin K. Leyde A. K. Y. Li K. L. Li T. G. F. Li X. Li Y. Li Z. Li A. Lihos E. T. Lin F. Lin L. C.-C. Lin Y.-C. Lin C. Lindsay S. D. Linker A. Liu G. C. Liu Jian Liu F. Llamas Villarreal J. Llobera-Querol R. K. L. Lo J.-P. Locquet S. C. G. Loggins M. R. Loizou L. T. London A. Longo D. Lopez M. Lopez Portilla M. Lorenzini A. Lorenzo-Medina V. Loriette M. Lormand G. Losurdo E. Lotti T. P. Lott IV J. D. Lough H. A. Loughlin C. O. Lousto N. Low N. Lu L. Lucchesi H. L\"uck D. Lumaca A. P. Lundgren A. W. Lussier S. Ma R. Macas M. MacInnis D. M. Macleod I. A. O. MacMillan A. Macquet K. Maeda S. Maenaut S. S. Magare R. M. Magee E. Maggio R. Maggiore M. Magnozzi M. Mahesh M. Maini S. Majhi E. Majorana C. N. Makarem D. Malakar J. A. Malaquias-Reis U. Mali S. Maliakal A. Malik L. Mallick A.-K. Malz N. Man M. Mancarella V. Mandic V. Mangano B. Mannix G. L. Mansell M. Manske M. Mantovani M. Mapelli C. Marinelli F. Marion A. S. Markosyan A. Markowitz E. Maros S. Marsat F. Martelli I. W. Martin R. M. Martin B. B. Martinez D. A. Martinez M. Martinez V. Martinez A. Martini J. C. Martins D. V. Martynov E. J. Marx L. Massaro A. Masserot M. Masso-Reid S. Mastrogiovanni T. Matcovich M. Matiushechkina L. Maurin N. Mavalvala N. Maxwell G. McCarrol R. McCarthy D. E. McClelland S. McCormick L. McCuller S. McEachin C. McElhenny G. I. McGhee K. B. M. McGowan J. McIver A. McLeod I. McMahon T. McRae R. McTeague D. Meacher B. N. Meagher R. Mechum Q. Meijer A. Melatos C. S. Menoni F. Mera R. A. Mercer L. Mereni K. Merfeld E. L. Merilh J. R. M\'erou J. D. Merritt M. Merzougui C. Messick B. Mestichelli M. Meyer-Conde F. Meylahn A. Mhaske A. Miani H. Miao C. Michel Y. Michimura H. Middleton D. P. Mihaylov S. J. Miller M. Millhouse E. Milotti V. Milotti Y. Minenkov E. M. Minihan Ll. M. Mir L. Mirasola M. Miravet-Ten\'es C.-A. Miritescu A. Mishra C. Mishra T. Mishra A. L. Mitchell J. G. Mitchell S. Mitra V. P. Mitrofanov K. Mitsuhashi R. Mittleman O. Miyakawa S. Miyoki A. Miyoko G. Mo L. Mobilia S. R. P. Mohapatra S. R. Mohite M. Molina-Ruiz M. Mondin M. Montani C. J. Moore D. Moraru A. More S. More C. Moreno E. A. Moreno G. Moreno A. Moreso Serra S. Morisaki Y. Moriwaki G. Morras A. Moscatello M. Mould B. Mours C. M. Mow-Lowry L. Muccillo F. Muciaccia D. Mukherjee Samanwaya Mukherjee Soma Mukherjee Subroto Mukherjee Suvodip Mukherjee N. Mukund A. Mullavey H. Mullock J. Mundi C. L. Mungioli M. Murakoshi P. G. Murray D. Nabari S. L. Nadji A. Nagar N. Nagarajan K. Nakagaki K. Nakamura H. Nakano M. Nakano D. Nanadoumgar-Lacroze D. Nandi V. Napolano P. Narayan I. Nardecchia T. Narikawa H. Narola L. Naticchioni R. K. Nayak L. Negri A. Nela C. Nelle A. Nelson T. J. N. Nelson M. Nery A. Neunzert S. Ng L. Nguyen Quynh S. A. Nichols A. B. Nielsen Y. Nishino A. Nishizawa S. Nissanke W. Niu F. Nocera J. Noller M. Norman C. North J. Novak R. Nowicki J. F. Nu\~no Siles L. K. Nuttall K. Obayashi J. Oberling J. O'Dell E. Oelker M. Oertel G. Oganesyan T. O'Hanlon M. Ohashi F. Ohme R. Oliveri R. Omer B. O'Neal M. Onishi K. Oohara B. O'Reilly M. Orselli R. O'Shaughnessy S. O'Shea S. Oshino C. Osthelder I. Ota D. J. Ottaway A. Ouzriat H. Overmier B. J. Owen R. Ozaki A. E. Pace R. Pagano M. A. Page A. Pai L. Paiella A. Pal S. Pal M. A. Palaia M. P\'alfi P. P. Palma C. Palomba P. Palud H. Pan J. Pan K. C. Pan P. K. Panda Shiksha Pandey Swadha Pandey P. T. H. Pang F. Pannarale K. A. Pannone B. C. Pant F. H. Panther M. Panzeri F. Paoletti A. Paolone A. Papadopoulos E. E. Papalexakis L. Papalini G. Papigkiotis A. Paquis A. Parisi B.-J. Park J. Park W. Parker G. Pascale D. Pascucci A. Pasqualetti R. Passaquieti L. Passenger D. Passuello O. Patane A. V. Patel D. Pathak A. Patra B. Patricelli B. G. Patterson K. Paul S. Paul E. Payne T. Pearce M. Pedraza A. Pele F. E. Pe\~na Arellano X. Peng Y. Peng S. Penn M. D. Penuliar A. Perego Z. Pereira C. P\'erigois G. Perna A. Perreca J. Perret S. Perri\`es J. W. Perry D. Pesios S. Peters S. Petracca C. Petrillo H. P. Pfeiffer H. Pham K. A. Pham K. S. Phukon H. Phurailatpam M. Piarulli L. Piccari O. J. Piccinni M. Pichot M. Piendibene F. Piergiovanni L. Pierini G. Pierra V. Pierro M. Pietrzak M. Pillas F. Pilo L. Pinard I. M. Pinto M. Pinto B. J. Piotrzkowski M. Pirello M. D. Pitkin A. Placidi E. Placidi M. L. Planas W. Plastino C. Plunkett R. Poggiani E. Polini J. Pomper L. Pompili J. Poon E. Porcelli E. K. Porter C. Posnansky R. Poulton J. Powell G. S. Prabhu M. Pracchia B. K. Pradhan T. Pradier A. K. Prajapati K. Prasai R. Prasanna P. Prasia G. Pratten G. Principe G. A. Prodi P. Prosperi P. Prosposito A. C. Providence A. Puecher J. Pullin P. Puppo M. P\"urrer H. Qi J. Qin G. Qu\'em\'ener V. Quetschke P. J. Quinonez N. Qutob R. Rading I. Rainho S. Raja C. Rajan B. Rajbhandari K. E. Ramirez F. A. Ramis Vidal M. Ramos Arevalo A. Ramos-Buades S. Ranjan K. Ransom P. Rapagnani B. Ratto A. Ravichandran A. Ray V. Raymond M. Razzano J. Read T. Regimbau S. Reid C. Reissel D. H. Reitze A. I. Renzini B. Revenu A. Revilla Pe\~na R. Reyes L. Ricca F. Ricci M. Ricci A. Ricciardone J. Rice J. W. Richardson M. L. Richardson A. Rijal K. Riles H. K. Riley S. Rinaldi J. Rittmeyer C. Robertson F. Robinet M. Robinson A. Rocchi L. Rolland J. G. Rollins A. E. Romano R. Romano A. Romero I. M. Romero-Shaw J. H. Romie S. Ronchini T. J. Roocke L. Rosa T. J. Rosauer C. A. Rose D. Rosi\'nska M. P. Ross M. Rossello-Sastre S. Rowan S. K. Roy S. Roy D. Rozza P. Ruggi N. Ruhama E. Ruiz Morales K. Ruiz-Rocha S. Sachdev T. Sadecki P. Saffarieh S. Safi-Harb M. R. Sah S. Saha T. Sainrat S. Sajith Menon K. Sakai Y. Sakai M. Sakellariadou S. Sakon O. S. Salafia F. Salces-Carcoba L. Salconi M. Saleem F. Salemi M. Sall\'e S. U. Salunkhe S. Salvador A. Salvarese A. Samajdar A. Sanchez E. J. Sanchez L. E. Sanchez N. Sanchis-Gual J. R. Sanders E. M. S\"anger F. Santoliquido F. Sarandrea T. R. Saravanan N. Sarin P. Sarkar A. Sasli P. Sassi B. Sassolas B. S. Sathyaprakash R. Sato S. Sato Yukino Sato Yu Sato O. Sauter R. L. Savage T. Sawada H. L. Sawant S. Sayah V. Scacco D. Schaetzl M. Scheel A. Schiebelbein M. G. Schiworski P. Schmidt S. Schmidt R. Schnabel M. Schneewind R. M. S. Schofield K. Schouteden B. W. Schulte B. F. Schutz E. Schwartz M. Scialpi J. Scott S. M. Scott R. M. Sedas T. C. Seetharamu M. Seglar-Arroyo Y. Sekiguchi D. Sellers N. Sembo A. S. Sengupta E. G. Seo J. W. Seo V. Sequino M. Serra A. Sevrin T. Shaffer U. S. Shah M. A. Shaikh L. Shao J. Sharkey A. K. Sharma Preeti Sharma Prianka Sharma Ritwik Sharma S. Sharma Chaudhary P. Shawhan N. S. Shcheblanov E. Sheridan Z.-H. Shi M. Shikauchi R. Shimomura H. Shinkai S. Shirke D. H. Shoemaker D. M. Shoemaker R. W. Short S. ShyamSundar A. Sider H. Siegel D. Sigg L. Silenzi L. Silvestri M. Simmonds L. P. Singer Amitesh Singh Anika Singh D. Singh N. Singh S. Singh A. M. Sintes V. Sipala V. Skliris B. J. J. Slagmolen D. A. Slater T. J. Slaven-Blair J. Smetana J. R. Smith L. Smith R. J. E. Smith W. J. Smith S. Soares de Albuquerque Filho M. Soares-Santos K. Somiya I. Song S. Soni V. Sordini F. Sorrentino H. Sotani F. Spada V. Spagnuolo A. P. Spencer P. Spinicelli A. K. Srivastava F. Stachurski C. J. Stark D. A. Steer J. Steinhoff N. Steinle J. Steinlechner S. Steinlechner N. Stergioulas P. Stevens M. StPierre M. D. Strong A. Strunk A. L. Stuver M. Suchenek S. Sudhagar Y. Sudo N. Sueltmann L. Suleiman K. D. Sullivan J. Sun L. Sun S. Sunil J. Suresh B. J. Sutton P. J. Sutton K. Suzuki M. Suzuki S. Swain B. L. Swinkels A. Syx M. J. Szczepa\'nczyk P. Szewczyk M. Tacca H. Tagoshi S. C. Tait K. Takada H. Takahashi R. Takahashi A. Takamori S. Takano H. Takeda K. Takeshita I. Takimoto Schmiegelow M. Takou-Ayaoh C. Talbot M. Tamaki N. Tamanini D. Tanabe K. Tanaka S. J. Tanaka S. Tanioka D. B. Tanner W. Tanner L. Tao R. D. Tapia E. N. Tapia San Mart\'in C. Taranto A. Taruya J. D. Tasson J. G. Tau D. Tellez R. Tenorio H. Themann A. Theodoropoulos M. P. Thirugnanasambandam L. M. Thomas M. Thomas P. Thomas J. E. Thompson S. R. Thondapu K. A. Thorne E. Thrane J. Tissino A. Tiwari Pawan Tiwari Praveer Tiwari S. Tiwari V. Tiwari M. R. Todd M. Toffano A. M. Toivonen K. Toland A. E. Tolley T. Tomaru V. Tommasini T. Tomura H. Tong C. Tong-Yu A. Torres-Forn\'e C. I. Torrie I. Tosta e Melo E. Tournefier M. Trad Nery K. Tran A. Trapananti R. Travaglini F. Travasso G. Traylor M. Trevor M. C. Tringali A. Tripathee G. Troian A. Trovato L. Trozzo R. J. Trudeau T. Tsang S. Tsuchida L. Tsukada K. Turbang M. Turconi C. Turski H. Ubach N. Uchikata T. Uchiyama R. P. Udall T. Uehara K. Ueno V. Undheim L. E. Uronen T. Ushiba M. Vacatello H. Vahlbruch N. Vaidya G. Vajente A. Vajpeyi J. Valencia M. Valentini S. A. Vallejo-Pe\~na S. Vallero V. Valsan M. van Dael E. Van den Bossche J. F. J. van den Brand C. Van Den Broeck M. van der Sluys A. Van de Walle J. van Dongen K. Vandra M. VanDyke H. van Haevermaet J. V. van Heijningen P. Van Hove J. Vanier M. VanKeuren J. Vanosky N. van Remortel M. Vardaro A. F. Vargas V. Varma A. N. Vazquez A. Vecchio G. Vedovato J. Veitch P. J. Veitch S. Venikoudis R. C. Venterea P. Verdier M. Vereecken D. Verkindt B. Verma Y. Verma S. M. Vermeulen F. Vetrano A. Veutro A. Vicer\'e S. Vidyant A. D. Viets A. Vijaykumar A. Vilkha N. Villanueva Espinosa V. Villa-Ortega E. T. Vincent J.-Y. Vinet S. Viret S. Vitale H. Vocca D. Voigt E. R. G. von Reis J. S. A. von Wrangel W. E. Vossius L. Vujeva S. P. Vyatchanin J. Wack L. E. Wade M. Wade K. J. Wagner R. M. Wald L. Wallace E. J. Wang H. Wang J. Z. Wang W. H. Wang Y. F. Wang G. Waratkar J. Warner M. Was T. Washimi N. Y. Washington D. Watarai B. Weaver S. A. Webster N. L. Weickhardt M. Weinert A. J. Weinstein R. Weiss L. Wen K. Wette J. T. Whelan B. F. Whiting C. Whittle E. G. Wickens D. Wilken A. T. Wilkin B. M. Williams D. Williams M. J. Williams N. S. Williams J. L. Willis B. Willke M. Wils L. Wilson C. W. Winborn J. Winterflood C. C. Wipf G. Woan J. Woehler N. E. Wolfe H. T. Wong I. C. F. Wong K. Wong T. Wouters J. L. Wright M. Wright B. Wu C. Wu D. S. Wu H. Wu K. Wu Q. Wu Y. Wu Z. Wu E. Wuchner D. M. Wysocki V. A. Xu Y. Xu N. Yadav H. Yamamoto K. Yamamoto T. S. Yamamoto T. Yamamoto R. Yamazaki T. Yan K. Z. Yang Y. Yang Z. Yarbrough J. Yebana S.-W. Yeh A. B. Yelikar X. Yin J. Yokoyama T. Yokozawa S. Yuan H. Yuzurihara M. Zanolin M. Zeeshan T. Zelenova J.-P. Zendri M. Zeoli M. Zerrad M. Zevin L. Zhang N. Zhang R. Zhang T. Zhang C. Zhao Yue Zhao Yuhang Zhao Z.-C. Zhao Y. Zheng H. Zhong H. Zhou H. O. Zhu Z.-H. Zhu A. B. Zimmerman L. Zimmermann M. E. Zucker J. Zweizig
Authors on Pith no claims yet

Pith reviewed 2026-05-15 23:41 UTC · model grok-4.3

classification 🌀 gr-qc astro-ph.HE
keywords gravitational wavestests of general relativityblack hole ringdownquasinormal modespost-merger echoesbinary black hole mergersLIGO-Virgo-KAGRA
0
0 comments X

The pith

Gravitational wave remnants from binary mergers match general relativity predictions with no strong deviations or echoes detected.

A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.

This paper tests whether the final black holes formed in mergers observed by LIGO, Virgo, and KAGRA behave exactly as general relativity expects. It focuses on the ringdown phase after merger, checking if the emitted frequencies match the quasinormal modes of a Kerr black hole, and searches for any unexpected echoes that would arrive later. The analysis includes 42 new confident events from the start of the fourth observing run together with earlier detections, all required to be seen in at least two detectors. When the events are combined by multiplying their likelihoods, the general relativity prediction sits near the edge of the credible region but the apparent tension drops when a very loud recent event is added, and no echoes appear in any case. The overall result is consistency between the observed remnants and standard general relativity.

Core claim

We find overall consistency of the remnants with GR. When combining events by multiplying likelihoods, one analysis finds that the GR prediction lies at the boundary of the 98.6% credible region, an increase from 93.8% for GWTC-3.0, but the significance decreases when including the recent loud event GW250114. There is no strong evidence for a GR deviation, and no evidence for post-merger echoes in the events analyzed.

What carries the argument

Quasinormal mode spectrum of a Kerr black hole, tested through time-domain ringdown analyses, frequency-domain analysis of the full signal, and four separate searches for post-merger echoes.

If this is right

  • The merged black holes settle into the exact quasinormal mode spectrum expected for Kerr black holes in general relativity.
  • No post-merger echoes are present, ruling out simple reflective-surface alternatives at the sensitivity of current detectors.
  • Hierarchical combination of many events tightens the test but must account for statistical variance from the finite catalog size.
  • The absence of strong deviations supports continued use of standard Kerr templates for parameter estimation in future catalogs.

Where Pith is reading between the lines

These are editorial extensions of the paper, not claims the author makes directly.

  • If the consistency persists with larger catalogs, the ringdown phase can be treated as a clean laboratory for strong-field gravity without needing new physics.
  • Bootstrap estimates of variance imply that small apparent deviations in earlier catalogs were likely statistical fluctuations rather than signals.
  • These tests could be extended by predicting specific frequency shifts for particular modified-gravity models and checking them directly against the same data.

Load-bearing premise

The waveform models and quasinormal mode templates accurately represent general relativity predictions without systematic bias from incomplete modeling of the merger or detector noise.

What would settle it

A statistically significant mismatch between observed ringdown frequencies and the predicted Kerr quasinormal modes, or a clear detection of post-merger echoes, in one or more high signal-to-noise events.

read the original abstract

This is the third paper of the set recording the results of the suite of tests of general relativity (GR) performed on the signals from the fourth Gravitational-Wave Transient Catalog (GWTC-4.0), where we focus on the remnants of the binary mergers. We examine for the first time 42 events from the first part of the fourth observing run of the LIGO-Virgo-KAGRA detectors, alongside events from the previous observation runs, restricting our analysis to the confident signals, which were measured in at least two detectors and that have false alarm rates $\le 10^{-3} \mathrm{yr}^{-1}$. This paper focuses on seven tests of the coalescence remnants. Three of these are tests of the ringdown and its consistency with the expected quasinormal mode spectrum of a Kerr black hole. Specifically, two tests analyze just the ringdown in the time domain, and the third test analyzes the entire signal in the frequency domain. Four tests allow for the existence of possible echoes arriving after the end of the ringdown, which are not expected in GR. We find overall consistency of the remnants with GR. When combining events by multiplying likelihoods (hierarchically), one analysis finds that the GR prediction lies at the boundary of the $98.6^{+1.4}_{-9.4}\%$ ($99.3^{+0.7}_{-4.5}\%$) credible region, an increase from $93.8^{+6.1}_{-20.0}\%$ ($94.9^{+4.4}_{-18.2}\%$) for GWTC-3.0. Here the ranges of values comes from bootstrapping to account for the finite number of events analyzed and suggest that some of the apparently significant deviation could be attributed to variance due to the finite catalog. Since the significance also decreases to 92.2% (96.2%) when including the more recent very loud event GW250114, there is no strong evidence for a GR deviation. We find no evidence for post-merger echoes in the events that were analyzed. (Abridged)

Editorial analysis

A structured set of objections, weighed in public.

Desk editor's note, referee report, simulated authors' rebuttal, and a circularity audit. Tearing a paper down is the easy half of reading it; the pith above is the substance, this is the friction.

Referee Report

1 major / 2 minor

Summary. The manuscript reports results from seven tests of general relativity applied to the remnants of binary mergers in the GWTC-4.0 catalog, incorporating 42 new events from O4a alongside previous data. The tests include three ringdown analyses (two time-domain, one frequency-domain) comparing to Kerr quasinormal modes and four searches for post-merger echoes. The authors conclude overall consistency with GR predictions, with no strong evidence for deviations or echoes, attributing a marginal tension in the combined likelihood to finite-sample variance via bootstrapping.

Significance. If the QNM templates and waveform models are free of shared systematic bias, this analysis strengthens constraints on GR deviations in the ringdown regime by enlarging the event sample and demonstrating that apparent tensions weaken with additional loud events such as GW250114. The hierarchical likelihood combination and bootstrapping procedure provide a concrete statistical framework for assessing catalog-level consistency.

major comments (1)
  1. [Methods (ringdown tests)] The load-bearing assumption for the consistency claim is the fidelity of the QNM templates and full waveform models to GR predictions (Methods, ringdown sections). The product-of-likelihoods combination across 42+ events would amplify any shared modeling error from incomplete merger modeling or detector noise; the manuscript should quantify the impact of plausible template systematics on the 98.6% credible-region boundary result.
minor comments (2)
  1. [Results] The bootstrapping ranges (98.6^{+1.4}_{-9.4}%) are presented only in the abstract; a dedicated table or figure showing the bootstrap distribution for the combined posterior would improve transparency.
  2. [Analysis setup] Clarify whether the frequency-domain test uses the same event selection cuts as the time-domain ringdown analyses, as any difference could affect the hierarchical combination.

Simulated Author's Rebuttal

1 responses · 0 unresolved

We thank the referee for their careful reading of the manuscript and for the positive assessment leading to a recommendation of minor revision. We address the single major comment below and have incorporated additional material to strengthen the presentation of systematic checks.

read point-by-point responses
  1. Referee: [Methods (ringdown tests)] The load-bearing assumption for the consistency claim is the fidelity of the QNM templates and full waveform models to GR predictions (Methods, ringdown sections). The product-of-likelihoods combination across 42+ events would amplify any shared modeling error from incomplete merger modeling or detector noise; the manuscript should quantify the impact of plausible template systematics on the 98.6% credible-region boundary result.

    Authors: We agree that shared modeling systematics could in principle affect the combined result and that explicit quantification strengthens the robustness claim. The QNM templates are constructed from numerical-relativity fits that have been independently validated across multiple codes for the mass and spin ranges of the GWTC-4.0 events; the full IMR waveforms are likewise the latest public models with documented accuracy. To quantify the effect, we have performed a dedicated sensitivity study in which the dominant QNM frequencies and damping times are perturbed by their estimated modeling uncertainties (typically 0.5–1.5 % for the (2,2) mode). Re-computing the hierarchical likelihoods under these perturbations shifts the 98.6 % credible-region boundary by at most 2.8 percentage points, well within the bootstrapped uncertainty already reported. We have added a new paragraph and accompanying figure in the Methods section describing this exercise and its outcome. Detector-noise contributions are already marginalized in the per-event posteriors used for the product-of-likelihoods combination, so no additional correction is required. These additions leave the scientific conclusions unchanged. revision: yes

Circularity Check

0 steps flagged

No load-bearing circularity; GR QNM predictions are independent of data fits

full rationale

The paper's central tests extract ringdown parameters from the data (time-domain and frequency-domain analyses) and compare them directly to theoretical Kerr quasinormal-mode spectra computed from general relativity for the remnant mass and spin. These GR predictions are external theoretical inputs, not redefined or fitted from the same dataset. Echo searches test for the absence of post-merger signals disallowed by GR. Hierarchical likelihood multiplication and bootstrapping are purely statistical operations on the catalog and do not create self-referential predictions. No step reduces by construction to a fitted parameter or self-citation chain; the result remains falsifiable against independent GR benchmarks.

Axiom & Free-Parameter Ledger

0 free parameters · 1 axioms · 0 invented entities

The central claim rests on the assumption that general relativity accurately predicts the quasinormal mode spectrum of Kerr black holes and that any deviation would produce detectable echoes or frequency shifts within the analyzed band.

axioms (1)
  • domain assumption Kerr black hole quasinormal mode spectrum from general relativity
    Invoked in the three ringdown consistency tests described in the abstract.

pith-pipeline@v0.9.0 · 15766 in / 1315 out tokens · 50008 ms · 2026-05-15T23:41:47.439940+00:00 · methodology

discussion (0)

Sign in with ORCID, Apple, or X to comment. Anyone can read and Pith papers without signing in.

Lean theorems connected to this paper

Citations machine-checked in the Pith Canon. Every link opens the source theorem in the public Lean library.

What do these tags mean?
matches
The paper's claim is directly supported by a theorem in the formal canon.
supports
The theorem supports part of the paper's argument, but the paper may add assumptions or extra steps.
extends
The paper goes beyond the formal theorem; the theorem is a base layer rather than the whole result.
uses
The paper appears to rely on the theorem as machinery.
contradicts
The paper's claim conflicts with a theorem or certificate in the canon.
unclear
Pith found a possible connection, but the passage is too broad, indirect, or ambiguous to say the theorem truly supports the claim.

Forward citations

Cited by 18 Pith papers

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score.

  1. GW240925 and GW250207: Astrophysical Calibration of Gravitational-wave Detectors

    gr-qc 2026-05 unverdicted novelty 8.0

    The first informative astrophysical calibration of gravitational-wave detectors is reported using GW240925 and GW250207.

  2. Black-Hole Scattering in Einstein-scalar-Gauss-Bonnet: Numerical Relativity Meets Analytics

    gr-qc 2026-05 unverdicted novelty 8.0

    Numerical relativity simulations of black hole scattering in Einstein-scalar-Gauss-Bonnet gravity agree closely with effective-one-body analytic predictions.

  3. Gravitational electric-magnetic duality at the light ring and quasinormal mode isospectrality in effective field theories

    gr-qc 2026-05 unverdicted novelty 7.0

    Gravitational electric-magnetic duality at the light ring organizes and preserves quasinormal mode isospectrality in GR and selects duality-invariant higher-derivative corrections in effective field theories.

  4. Constraining Dipole Radiation with Multiband Gravitational Waves from Eccentric Binary Black Holes

    gr-qc 2026-04 unverdicted novelty 7.0

    Multiband observations of eccentric binary black holes can constrain dipole-radiation deviations from general relativity to |b| ≲ 10^{-7} for a GW231123-like event when combining one year of space-based data with grou...

  5. Lessons from binary dynamics of inspiralling equal-mass boson-star mergers

    gr-qc 2026-04 unverdicted novelty 7.0

    Numerical simulations of equal-mass boson-star mergers reveal larger waveform deviations from black-hole binaries in late inspiral and merger, plus odd multipole excitations for certain scalar-field phases, with some ...

  6. Underlying mechanisms of phase transitions in scalar-tensor theories

    gr-qc 2026-04 unverdicted novelty 7.0

    Landau coefficients for scalarization phase transitions are calculated from first principles via reduction of the theory's energy functional to an effective energy function.

  7. Highly eccentric non-spinning binary black hole mergers: quadrupolar post-merger waveforms

    gr-qc 2026-04 unverdicted novelty 7.0

    Polynomial models for the (2,2) post-merger waveform amplitudes of eccentric non-spinning binary black holes are constructed from numerical-relativity data as functions of symmetric mass ratio and two merger-time dyna...

  8. Axial Oscillations of Viscous Neutron Stars

    gr-qc 2026-04 unverdicted novelty 7.0

    Viscous neutron stars have new families of axial oscillation modes without perfect-fluid counterparts, featuring mode avoidance and long-lived modes.

  9. Novel ringdown tests of general relativity with black hole greybody factors

    gr-qc 2026-04 unverdicted novelty 7.0

    GreyRing model based on greybody factors reproduces numerical relativity ringdown signals with mismatches of order 10^{-6} and enables a new post-merger consistency test of general relativity applied to GW250114.

  10. Quadratic gravity corrections to scalar QNMs of rapidly rotating black holes

    gr-qc 2026-04 unverdicted novelty 7.0

    Leading-order deviations from general relativity in scalar quasinormal modes of rotating black holes are computed numerically up to dimensionless spins of 0.99 in quadratic-curvature scalar-tensor theories.

  11. A cosmology-to-ringdown EFT consistency map for scalar-tensor gravity

    gr-qc 2026-05 unverdicted novelty 6.0

    An EFT consistency map transports cosmology-conditioned posteriors from scalar-tensor FLRW backgrounds to black-hole quasinormal-mode kernels, showing tensor-speed effects fall below ringdown detectability while other...

  12. Bilinear products and the orthogonality of quasinormal modes on hyperboloidal foliations

    gr-qc 2026-04 unverdicted novelty 6.0

    Bilinear products for black hole quasinormal modes on hyperboloidal foliations are divergent due to CPT transformations but can be regularized to define orthogonal modes and excitation coefficients.

  13. Ringing of rapidly rotating black holes in effective field theory

    gr-qc 2026-04 unverdicted novelty 6.0

    Leading-order cubic-curvature corrections to scalar quasinormal modes of black holes with spins up to 0.99M are computed numerically for modes up to l=5 with relative errors below 10^{-4}.

  14. Ringdown Analysis of GW250114 with Orthonormal Modes

    gr-qc 2026-05 unverdicted novelty 5.0

    Orthonormal QNM analysis of GW250114 raises the significance of the first overtone of the ℓ=m=2 mode from 82.5% to 99.9% and detects no significant deviation from Kerr predictions.

  15. Prompt Response from Plunging Sources in Schwarzschild Spacetime

    gr-qc 2026-04 unverdicted novelty 5.0

    The prompt response is ~1.2 times stronger than quasinormal mode excitation during inspiral and enables 99% accurate reconstruction of the full inspiral-merger-ringdown waveform when combined with other components.

  16. Tests of scalar polarizations with multi-messenger events

    gr-qc 2026-04 unverdicted novelty 4.0

    Bayesian analysis of GW170817 with PPE framework and EM polarization constraints shows mild preference for scalar mode in quadrupole harmonics and improves bounds on non-GR parameters by up to 60%.

  17. Mitigating Systematic Errors in Parameter Estimation of Binary Black Hole Mergers in O1-O3 LIGO-Virgo Data

    astro-ph.HE 2026-04 unverdicted novelty 4.0

    Parametric models incorporating waveform phase and amplitude uncertainties mitigate systematic errors in gravitational wave parameter estimation, producing consistent results across models and raw/deglitched data for ...

  18. Improved Constraints on Non-Kerr Deviations from Binary Black Hole Inspirals Using GWTC-4 Data

    gr-qc 2026-04 unverdicted novelty 3.0

    Bayesian constraints from GWTC-4 binary black hole inspirals show Johannsen metric deformation parameters α13 and ε3 consistent with zero, supporting the Kerr hypothesis.

Reference graph

Works this paper leans on

13 extracted references · 13 canonical work pages · cited by 18 Pith papers · 5 internal anchors

  1. [1]

    GWTC-4.0: Updating the Gravitational-Wave Transient Catalog with Observations from the First Part of the Fourth LIGO-Virgo-KAGRA Observing Run

    Abac, A. G., et al. 2025a. https://dcc.ligo.org/LIGO-P2500065/public —. 2025b. https://dcc.ligo.org/LIGO-P2500066/public —. 2025c, Phys. Rev. Lett., 135, 111403, doi: 10.1103/kw5g-d732 —. 2025d, Astrophys. J. Lett., 995, L18, doi: 10.3847/2041-8213/ae0c06 —. 2025e. https://arxiv.org/abs/2508.18082 —. 2025f. https://arxiv.org/abs/2509.07348 —. 2025g, Astro...

  2. [2]

    Comments on: "Echoes from the abyss: Evidence for Planck-scale structure at black hole horizons"

    https://arxiv.org/abs/1612.05625 Ashton, G., et al. 2019, Astrophys. J. Suppl. Ser., 241, 27, doi: 10.3847/1538-4365/ab06fc Ashton, G., Talbot, C., Roy, S., et al. 2025b, Bilby TGR, v0.2, Zenodo, doi: 10.5281/zenodo.15676285 Aubin, F., et al. 2021, Class. Quantum Grav., 38, 095004, doi: 10.1088/1361-6382/abe913 Baibhav, V ., Cheung, M. H.-Y ., Berti, E., ...

  3. [3]

    Black hole spectroscopy: from theory to experiment

    https://arxiv.org/abs/2505.23895 Bhagwat, S., Cabero, M., Capano, C. D., Krishnan, B., & Brown, D. A. 2020a, Phys. Rev. D, 102, 024023, doi: 10.1103/PhysRevD.102.024023 Bhagwat, S., Forteza, X. J., Pani, P., & Ferrari, V . 2020b, Phys. Rev. D, 101, 044033, doi: 10.1103/PhysRevD.101.044033 Bhagwat, S., Okounkova, M., Ballmer, S. W., et al. 2018, Phys. Rev....

  4. [4]

    Gravitational-wave modes from precessing black-hole binaries

    https://arxiv.org/abs/1409.4431 Brito, R., Buonanno, A., & Raymond, V . 2018, Phys. Rev. D, 98, 084038, doi: 10.1103/PhysRevD.98.084038 Bucciotti, B., Juliano, L., Kuntz, A., & Trincherini, E. 2024, Phys. Rev. D, 110, 104048, doi: 10.1103/PhysRevD.110.104048 Bucciotti, B., Kuntz, A., Serra, F., & Trincherini, E. 2023, JHEP, 12, 048, doi: 10.1007/JHEP12(20...

  5. [5]

    https://arxiv.org/abs/2006.08918 Colleoni, M., Vidal, F. A. R., Garc´ıa-Quir´os, C., Akc ¸ay, S., & Bera, S. 2025, Phys. Rev. D, 111, 104019, doi: 10.1103/PhysRevD.111.104019 Conklin, R. S., & Afshordi, N

  6. [6]

    J., & Littenberg, T

    https://arxiv.org/abs/2201.00027 Cornish, N. J., & Littenberg, T. B. 2015, Class. Quantum Grav., 32, 135012, doi: 10.1088/0264-9381/32/13/135012 Cornish, N. J., Littenberg, T. B., B´ecsy, B., et al. 2021, Phys. Rev. D, 103, 044006, doi: 10.1103/PhysRevD.103.044006 Cornish, N. J., et al. 2024, BayesWave software. https://git.ligo.org/lscsoft/bayeswave Cote...

  7. [7]

    2020, Phys

    https://arxiv.org/abs/2107.05609 Jim´enez Forteza, X., Bhagwat, S., Pani, P., & Ferrari, V . 2020, Phys. Rev. D, 102, 044053, doi: 10.1103/PhysRevD.102.044053 Jim´enez-Forteza, X., Keitel, D., Husa, S., et al. 2017, Phys. Rev. D, 95, 064024, doi: 10.1103/PhysRevD.95.064024 Kamaretsos, I., Hannam, M., Husa, S., & Sathyaprakash, B. S. 2012a, Phys. Rev. D, 8...

  8. [8]

    L., & Palenzuela, C

    https://arxiv.org/abs/2602.01615 Liebling, S. L., & Palenzuela, C. 2023, Living Rev. Relativity, 26, 1, doi: 10.1007/s41114-023-00043-4 29 LIGO Scientific Collaboration and Virgo Collaboration. 2018, Data quality report user documentation, docs.ligo.org/detchar/data-quality-report/ LIGO Scientific, Virgo, and KAGRA Collaboration. 2025, LVK Algorithm Libra...

  9. [9]

    The GstLAL Search Analysis Methods for Compact Binary Mergers in Advanced LIGO's Second and Advanced Virgo's First Observing Runs

    https://arxiv.org/abs/1901.08580 Sago, N., & Tanaka, T. 2020, PTEP, 2020, 123E01, doi: 10.1093/ptep/ptaa149 Sberna, L., Bosch, P., East, W. E., Green, S. R., & Lehner, L. 2022, Phys. Rev. D, 105, 064046, doi: 10.1103/PhysRevD.105.064046 Siemonsen, N. 2024, Phys. Rev. Lett., 133, 031401, doi: 10.1103/PhysRevLett.133.031401 Smith, J. R., Abbott, T., Hirose,...

  10. [10]

    2020, Phys

    https://arxiv.org/abs/2509.08657 Wang, Q., Oshita, N., & Afshordi, N. 2020, Phys. Rev. D, 101, 024031, doi: 10.1103/PhysRevD.101.024031 Wang, Y .-T., & Piao, Y .-S

  11. [11]

    2019, Eur

    https://arxiv.org/abs/2010.07663 Wang, Y .-T., Zhang, J., Zhou, S.-Y ., & Piao, Y .-S. 2019, Eur. Phys. J. C, 79, 726, doi: 10.1140/epjc/s10052-019-7234-1 Waskom, M. L. 2021, J. Open Source Softw., 6, 3021, doi: 10.21105/joss.03021 Westerweck, J., Nielsen, A., Fischer-Birnholtz, O., et al. 2018, Phys. Rev. D, 97, 124037, doi: 10.1103/PhysRevD.97.124037 We...

  12. [12]

    https://arxiv.org/abs/2512.24730 Xin, S., Chen, B., Lo, R. K. L., et al. 2021, Phys. Rev. D, 104, 104005, doi: 10.1103/PhysRevD.104.104005 Zhong, H., Isi, M., Chatziioannou, K., & Farr, W. M. 2024, Phys. Rev. D, 110, 044053, doi: 10.1103/PhysRevD.110.044053 Zhong, H., Isi, M., Farr, W. M., & Chatziioannou, K. 2026,HIERFIT, ND Hierarchical Analysis. https:...

  13. [13]

    Federico II

    https://arxiv.org/abs/2306.11166 Zweizig, J. 2006, The Data Monitor Tool Project, labcit.ligo.caltech.edu/˜jzweizig/DMT-Project.html THELIGO SCIENTIFICCOLLABORATION,THEVIRGOCOLLABORATION,AND THEKAGRA COLLABORATION, A. G. ABAC, 1 I. ABOUELFETTOUH, 2 F. ACERNESE, 3, 4 K. ACKLEY, 5 C. ADAMCEWICZ, 6 S. ADHICARY, 7 D. ADHIKARI, 8, 9 N. ADHIKARI, 10 R. X. ADHIK...