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Pith Number

pith:FDAH3VED

pith:2025:FDAH3VED5XQMEPUISKSLNPH6Y6
not attested not anchored not stored refs pending

Exploring the evolution of gravitational-wave emitters with efficient emulation: Constraining the origins of binary black holes using normalising flows

Christopher P L Berry, John Veitch, Michael Zevin, Storm Colloms

arxiv:2503.03819 v3 · 2025-03-05 · astro-ph.HE · astro-ph.IM · gr-qc

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?
Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{FDAH3VED5XQMEPUISKSLNPH6Y6}

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Record completeness

1 Bitcoin timestamp
2 Internet Archive
3 Author claim open · sign in to claim
4 Citations open
5 Replications open
✓ Portable graph bundle live · download bundle · merged state
The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

4 papers in Pith

Evidence for additional structure in the effective spin distribution hints at multiple formation pathways in GWTC-5.0
Comparing astrophysical models to gravitational-wave data in the observable space
End-to-End Population Inference from Gravitational-Wave Strain using Transformers
Emergent structure in the binary black hole mass distribution and implications for population-based cosmology
Receipt and verification
First computed 2026-07-05T11:44:46.209097Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

28c07dd483ede0c23e8892a4b6bcfec78848d1dae1c44c881bba41dbe1ed24eb

Aliases

arxiv: 2503.03819 · arxiv_version: 2503.03819v3 · doi: 10.48550/arxiv.2503.03819 · pith_short_12: FDAH3VED5XQM · pith_short_16: FDAH3VED5XQMEPUI · pith_short_8: FDAH3VED
Agent API
Resolver JSON Graph JSON Events JSON Schema Signing key
Verify this Pith Number yourself 
curl -sH 'Accept: application/ld+json' https://pith.science/pith/FDAH3VED5XQMEPUISKSLNPH6Y6 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 28c07dd483ede0c23e8892a4b6bcfec78848d1dae1c44c881bba41dbe1ed24eb
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "e0c2c49e28fece8bd9c61ea10323cfd581e37880c4d4e480bd4dd340e471a55f",
    "cross_cats_sorted": [
      "astro-ph.IM",
      "gr-qc"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "astro-ph.HE",
    "submitted_at": "2025-03-05T19:00:02Z",
    "title_canon_sha256": "8c65908d77b9e3de5766548fd4f7789bbdbd21995df415cceba29967c1c5f821"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.03819",
    "kind": "arxiv",
    "version": 3
  }
}