Pith Number

pith:D577LF36

pith:2025:D577LF364EOQUP5U6US76QVAWP

not attested not anchored not stored refs pending

Emulating compact binary population synthesis simulations with uncertainty quantification and model comparison using Bayesian normalizing flows

Anarya Ray

arxiv:2506.05657 v2 · 2025-06-06 · astro-ph.HE · cs.LG · gr-qc

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\usepackage{pith}
\pithnumber{D577LF364EOQUP5U6US76QVAWP}

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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

1 paper in Pith

High-dimensional reliability-oriented Shapley effect estimation with Normalizing Flows

Receipt and verification

First computed	2026-07-05T12:04:15.510340Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1f7ff5977ee11d0a3fb4f525ff42a0b3c9219d6a53e7284b2264797251c873d9

Aliases

arxiv: 2506.05657 · arxiv_version: 2506.05657v2 · doi: 10.48550/arxiv.2506.05657 · pith_short_12: D577LF364EOQ · pith_short_16: D577LF364EOQUP5U · pith_short_8: D577LF36

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/D577LF364EOQUP5U6US76QVAWP \
  | 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: 1f7ff5977ee11d0a3fb4f525ff42a0b3c9219d6a53e7284b2264797251c873d9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b84c58ca853863fdafa352be4f29f4e1a940bd3d6e2de690049e5a30231e5e29",
    "cross_cats_sorted": [
      "cs.LG",
      "gr-qc"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "astro-ph.HE",
    "submitted_at": "2025-06-06T01:17:52Z",
    "title_canon_sha256": "45a35ce157d5f643449e2525120e963726f1695c4a341cd57bfe7f20a7040030"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.05657",
    "kind": "arxiv",
    "version": 2
  }
}