evidence boundary
unknowntheoretical
An evidence atom is an inspectable support unit. It is not a finding by itself; it supports or challenges a finding through review.
frontiers / frontier
Evidence atom
back to sourcesevidence boundary
unknownAn evidence atom is an inspectable support unit. It is not a finding by itself; it supports or challenges a finding through review.
finding binding
boundConvolutional neural networks pre-trained on simulated binary black hole signals can return Bayesian posterior samples 6 orders of magnitude faster than nested sampling while maintaining compatibility with traditional Bayesian posteriors.
inspect finding →
source binding
source-boundvs_90e6488b76096b72
inspect source →
review context
unverified2 reviewable changes and 0 evaluation records target this atom or its bound objects.
Evidence statement
Convolutional neural networks pre-trained on simulated binary black hole signals can return Bayesian posterior samples 6 orders of magnitude faster than nested sampling while maintaining compatibility with traditional Bayesian posteriors.
extraction method
manual_curation
support relation
unknown
condition refs
vcnd_b10759558e837722
Caveats
events
vev_567f6a123e722b14finding.assertedManual finding added to frontier state
reviewer:will-blair · 2026-05-29
vev_4f8c6ff751773d50finding.caveatedVerifier caution: Claim of '6 orders of magnitude faster CNN than nested sampling' is dramatic and requires verification. MNRAS 527/2/2887 (2023) is access-restricted (403 error). The specific speedup factor cannot be independently verified from provided link.
reviewer:will-blair · 2026-05-29
reviewable changes
vpr_77aedf728b5e4a2efinding.addManual finding added to frontier state
applied · reviewer:will-blair · 2026-05-29
vpr_c30c309e8e5dea7afinding.caveatVerifier caution: Claim of '6 orders of magnitude faster CNN than nested sampling' is dramatic and requires verification. MNRAS 527/2/2887 (2023) is access-restricted (403 error). The specific speedup factor cannot be independently verified from provided link.
applied · reviewer:will-blair · 2026-05-29
evaluations
No evaluation rows are attached.