Pith Number

pith:MSDMNA6M

pith:2026:MSDMNA6MGCI3LTHOH3JTGBVB67

not attested not anchored not stored refs pending

Trustworthy synthetic data for campaign decision support: strategy simulation fidelity and the PolicySynth framework

Son Lam Nguyen, The Hung Phung, Tung Dang, Tu Nguyen

arxiv:2607.11269 v1 · 2026-07-13 · 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{MSDMNA6MGCI3LTHOH3JTGBVB67}

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	2026-07-14T01:22:25.771740Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6486c683cc3091b5ccee3ed33306a1f7ce7e29872cf3311af733ede3b064b47a

Aliases

arxiv: 2607.11269 · arxiv_version: 2607.11269v1 · doi: 10.48550/arxiv.2607.11269 · pith_short_12: MSDMNA6MGCI3 · pith_short_16: MSDMNA6MGCI3LTHO · pith_short_8: MSDMNA6M

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/MSDMNA6MGCI3LTHOH3JTGBVB67 \
  | 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: 6486c683cc3091b5ccee3ed33306a1f7ce7e29872cf3311af733ede3b064b47a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f500759a263121644d317ccdd9c7409ebe6186177ed4148efc250253612a5186",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-13T08:51:39Z",
    "title_canon_sha256": "cb07d652d8837cadd16a7b3bcb33713a86eb4a610350cc5da34bbacb8806880d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.11269",
    "kind": "arxiv",
    "version": 1
  }
}