Pith Number

pith:GJBX6PJ7

pith:2025:GJBX6PJ7LGXWA3IDQKJVTMTBYQ

not attested not anchored not stored refs pending

Efficient sequential Bayesian inference for state-space epidemic models using ensemble data assimilation

Dhorasso Temfack, Jason Wyse

arxiv:2512.05650 v4 · 2025-12-05 · stat.ME · stat.CO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GJBX6PJ7LGXWA3IDQKJVTMTBYQ}

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	2026-05-20T01:05:03.355574Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

32437f3d3f59af606d03829359b261c40cc218e48a5c0b74e3ea4e52129b3037

Aliases

arxiv: 2512.05650 · arxiv_version: 2512.05650v4 · doi: 10.48550/arxiv.2512.05650 · pith_short_12: GJBX6PJ7LGXW · pith_short_16: GJBX6PJ7LGXWA3ID · pith_short_8: GJBX6PJ7

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/GJBX6PJ7LGXWA3IDQKJVTMTBYQ \
  | 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: 32437f3d3f59af606d03829359b261c40cc218e48a5c0b74e3ea4e52129b3037

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "faa939ddfb587fe2bcdd9b9e355a19d92b00d84018b1bb795da29ff3d4eb7882",
    "cross_cats_sorted": [
      "stat.CO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2025-12-05T11:51:55Z",
    "title_canon_sha256": "32b07a77f1bce525b9f2caad705dda63a025ec1b0afac7e869f939253ad0ff46"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.05650",
    "kind": "arxiv",
    "version": 4
  }
}