Pith Number

pith:IDAINRAU

pith:2020:IDAINRAUOFPR3PLMKV4ICEYWDV

not attested not anchored not stored refs pending

Planning as Inference in Epidemiological Models

Adam Scibior, Ali Nasseri, Andrew Warrington, Boyan Beronov, Christian Weilbach, Duncan Campbell, Frank Wood, John Grefenstette, Saeid Naderiparizi, Vaden Masrani, William Harvey

arxiv:2003.13221 v3 · 2020-03-30 · q-bio.PE · cs.LG · 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{IDAINRAUOFPR3PLMKV4ICEYWDV}

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.

Receipt and verification

First computed	2026-07-05T04:54:43.735999Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

40c086c414715f1dbd6c55788113161d707a0af1712b547571d2e4e0c589d0c8

Aliases

arxiv: 2003.13221 · arxiv_version: 2003.13221v3 · doi: 10.48550/arxiv.2003.13221 · pith_short_12: IDAINRAUOFPR · pith_short_16: IDAINRAUOFPR3PLM · pith_short_8: IDAINRAU

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/IDAINRAUOFPR3PLMKV4ICEYWDV \
  | 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: 40c086c414715f1dbd6c55788113161d707a0af1712b547571d2e4e0c589d0c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fab4f1d8e92f774f6d8fa1be13614248e751b16c8503496fa5118d602eede6b4",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-bio.PE",
    "submitted_at": "2020-03-30T05:10:26Z",
    "title_canon_sha256": "126f987e70a36a356d7db46e830b4ca258a57fcfc64bdf3067ff36c00d766bde"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.13221",
    "kind": "arxiv",
    "version": 3
  }
}