Pith Number

pith:VZ65KELF

pith:2024:VZ65KELFLUCWVC5QWZHU3ZG3EP

not attested not anchored not stored refs pending

CausalMMM: Learning Causal Structure for Marketing Mix Modeling

Chang Gong, Di Yao, Jingping Bi, Lei Zhang, Sheng Chen, Wenbin Li, Yueyang Su

arxiv:2406.16728 v1 · 2024-06-24 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VZ65KELFLUCWVC5QWZHU3ZG3EP}

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	2026-07-05T08:36:02.921450Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ae7dd511655d056a8bb0b64f4de4db23faa9b981cf38dc27e29277c6d4eeb559

Aliases

arxiv: 2406.16728 · arxiv_version: 2406.16728v1 · doi: 10.48550/arxiv.2406.16728 · pith_short_12: VZ65KELFLUCW · pith_short_16: VZ65KELFLUCWVC5Q · pith_short_8: VZ65KELF

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/VZ65KELFLUCWVC5QWZHU3ZG3EP \
  | 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: ae7dd511655d056a8bb0b64f4de4db23faa9b981cf38dc27e29277c6d4eeb559

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eaee504839ef0b93be087e7fc2e096f77f4353814cbcb3eee046a7801222d2ed",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-06-24T15:33:47Z",
    "title_canon_sha256": "5cb3dc4d3dfeaf0b66e47003b1634b1496deeaacf9bafe1d4097b533d3b7d30e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.16728",
    "kind": "arxiv",
    "version": 1
  }
}