Pith Number

pith:VB57W3SE

pith:2022:VB57W3SEWJVIYEAZASU6P53XKS

not attested not anchored not stored refs pending

Marginal Post Processing of Bayesian Inference Products with Normalizing Flows and Kernel Density Estimators

Anastasia Fialkov, Eloy de Lera Acedo, Harry T. J. Bevins, Justin Alsing, Pablo Lemos, Peter H. Sims, William J. Handley

arxiv:2205.12841 v5 · 2022-05-25 · astro-ph.IM · astro-ph.CO · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VB57W3SEWJVIYEAZASU6P53XKS}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Machine Learning for Multi-messenger Probes of New Physics and Cosmology: A Review and Perspective

Receipt and verification

First computed	2026-07-05T07:25:21.091820Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a87bfb6e44b26a8c101904a9e7f77754abc0cd456d919488688fb8649ce69243

Aliases

arxiv: 2205.12841 · arxiv_version: 2205.12841v5 · doi: 10.48550/arxiv.2205.12841 · pith_short_12: VB57W3SEWJVI · pith_short_16: VB57W3SEWJVIYEAZ · pith_short_8: VB57W3SE

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/VB57W3SEWJVIYEAZASU6P53XKS \
  | 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: a87bfb6e44b26a8c101904a9e7f77754abc0cd456d919488688fb8649ce69243

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "10865fe6d7b9e5c18ee9a07bb29dbf492c68ad7e6f4266a2b8d48156c37b58d9",
    "cross_cats_sorted": [
      "astro-ph.CO",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "astro-ph.IM",
    "submitted_at": "2022-05-25T15:10:15Z",
    "title_canon_sha256": "623467f03b4d2511ef55bda702627a39104d01c34a1dab425b62180d221951a1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.12841",
    "kind": "arxiv",
    "version": 5
  }
}