Identifying Proca-star mergers via consistent ultralight-boson mass estimates across gravitational-wave events
Ana Lorenzo-Medina, Juan Calder\'on Bustillo, Samson H.W. Leong

TL;DR
This paper introduces a Bayesian mixture model to identify Proca-star mergers by detecting consistent ultralight boson mass estimates across multiple gravitational-wave events, offering a new method to detect exotic compact objects.
Contribution
The authors develop a novel Bayesian framework that infers the number and properties of Proca-star families from gravitational-wave data, even when individual events are inconclusive.
Findings
Bayes factor of 2 against Proca-star hypothesis with current models
Conclusive evidence could be achieved after 5-9 similar events
Method provides posterior distributions for the number and masses of Proca-star families
Abstract
While black-hole and neutron-star mergers are the most plausible sources of current gravitational-wave observations, mergers of exotic compact objects may mimic these signals. Proca stars -- Bose-Einstein condensates of complex vector ultralight bosons -- have gained significant attention for their potential to replicate certain gravitational-wave events while yielding consistent estimates of the boson mass forming the stars. Using a mixture model within a Bayesian framework, we demonstrate that consistent boson-mass estimates across events can be exploited to obtain conclusive evidence for the existence \cor{of} a number of Proca-star families characterized by respective boson masses , even if no individual event can be conclusively identified as such. Our method provides posterior distributions for and . Applying this framework to the…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsPulsars and Gravitational Waves Research · Gamma-ray bursts and supernovae · Statistical Mechanics and Entropy
