Pith Number

pith:62XUYZB4

pith:2022:62XUYZB43RNEX42PW4MMLEMG3G

not attested not anchored not stored refs pending

Direct Heterogeneous Causal Learning for Resource Allocation Problems in Marketing

Dong Wang, Guibin Jiang, Hao Zhou, Jiaqi Zheng, Shaoming Li

arxiv:2211.15728 v2 · 2022-11-28 · cs.LG · 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{62XUYZB43RNEX42PW4MMLEMG3G}

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	2026-07-05T05:21:05.545526Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f6af4c643cdc5a4bf34fb718c59186d9993007381de9750125135737c2e325d5

Aliases

arxiv: 2211.15728 · arxiv_version: 2211.15728v2 · doi: 10.48550/arxiv.2211.15728 · pith_short_12: 62XUYZB43RNE · pith_short_16: 62XUYZB43RNEX42P · pith_short_8: 62XUYZB4

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/62XUYZB43RNEX42PW4MMLEMG3G \
  | 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: f6af4c643cdc5a4bf34fb718c59186d9993007381de9750125135737c2e325d5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "745ac472636d96a801c6dcd6c09fde91fe8615dba63e09b5bb19f182a99b296a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-28T19:27:34Z",
    "title_canon_sha256": "c4a9e59c46e2aa8b2c88f33f8d6a8084485a3709f21fd15c88cff54141bed9a4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.15728",
    "kind": "arxiv",
    "version": 2
  }
}