Pith Number

pith:4RCCPUYZ

pith:2023:4RCCPUYZNLF6VHNVWMFDEEYOP7

not attested not anchored not stored refs pending

Interacting Particle Langevin Algorithm for Maximum Marginal Likelihood Estimation

Francesca Romana Crucinio, Mark Girolami, \"O. Deniz Akyildiz, Sotirios Sabanis, Tim Johnston

arxiv:2303.13429 v3 · 2023-03-23 · stat.CO · math.PR · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4RCCPUYZNLF6VHNVWMFDEEYOP7}

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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

Kinetic Interacting Particle Langevin Monte Carlo

Receipt and verification

First computed	2026-07-05T10:23:50.246334Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e44427d3196acbea9db5b30a32130e7fc9cc8412b36557af09aae838a1e10852

Aliases

arxiv: 2303.13429 · arxiv_version: 2303.13429v3 · doi: 10.48550/arxiv.2303.13429 · pith_short_12: 4RCCPUYZNLF6 · pith_short_16: 4RCCPUYZNLF6VHNV · pith_short_8: 4RCCPUYZ

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/4RCCPUYZNLF6VHNVWMFDEEYOP7 \
  | 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: e44427d3196acbea9db5b30a32130e7fc9cc8412b36557af09aae838a1e10852

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e1a84edcb90b2d597e214e6e60e88c98dc8ea4e6fe0ee9c0e4d4562c5047af11",
    "cross_cats_sorted": [
      "math.PR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.CO",
    "submitted_at": "2023-03-23T16:50:08Z",
    "title_canon_sha256": "d49c5cf188d02dc5f369f2daecdd0e696696ae0fa75f1a4f753a0fd1422717b1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.13429",
    "kind": "arxiv",
    "version": 3
  }
}