Pith Number

pith:5JMJIPBT

pith:2024:5JMJIPBTGLNYWSQTSV36XWBN5U

not attested not anchored not stored refs pending

Epidemiological Model Calibration via Graybox Bayesian Optimization

Byung-Jun Yoon, Puhua Niu, Xiaoning Qian

arxiv:2412.07193 v1 · 2024-12-10 · 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{5JMJIPBTGLNYWSQTSV36XWBN5U}

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	2026-07-05T09:47:05.772692Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ea58943c3332db8b4a139577ebd82ded20164d21c7f3e960f6f090ee93a17b67

Aliases

arxiv: 2412.07193 · arxiv_version: 2412.07193v1 · doi: 10.48550/arxiv.2412.07193 · pith_short_12: 5JMJIPBTGLNY · pith_short_16: 5JMJIPBTGLNYWSQT · pith_short_8: 5JMJIPBT

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/5JMJIPBTGLNYWSQTSV36XWBN5U \
  | 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: ea58943c3332db8b4a139577ebd82ded20164d21c7f3e960f6f090ee93a17b67

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "896be7b620510462ca44208353d76298b4753e3d5f7e60be8cc353944e08bb68",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-10T05:04:52Z",
    "title_canon_sha256": "ce56848cf2132b0bb1a675e7eafd02d7aba10003edd23db487292cac320be7f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.07193",
    "kind": "arxiv",
    "version": 1
  }
}