Pith Number

pith:LVZGPI5A

pith:2022:LVZGPI5A5IRJ7IIBPJW6WSVQF4

not attested not anchored not stored refs pending

Robust Direct Learning for Causal Data Fusion

Jun Zhou, Longfei Li, Qing Cui, Xinyu Li, Yilin Li

arxiv:2211.00249 v1 · 2022-11-01 · stat.ML · cs.LG · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LVZGPI5A5IRJ7IIBPJW6WSVQF4}

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	2026-07-05T05:12:20.422138Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5d7267a3a0ea229fa1017a6deb4ab02f175ca9d15157ff1e97675b8f898baaac

Aliases

arxiv: 2211.00249 · arxiv_version: 2211.00249v1 · doi: 10.48550/arxiv.2211.00249 · pith_short_12: LVZGPI5A5IRJ · pith_short_16: LVZGPI5A5IRJ7IIB · pith_short_8: LVZGPI5A

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/LVZGPI5A5IRJ7IIBPJW6WSVQF4 \
  | 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: 5d7267a3a0ea229fa1017a6deb4ab02f175ca9d15157ff1e97675b8f898baaac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8b03f177aa3b0721a9eca55b260ffd1a9988f433d03e5c7dcfaaeb6fa60dd3f1",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-11-01T03:33:22Z",
    "title_canon_sha256": "3dd7286d49485de81c5a1a0197952d53654ba44038b7f5871c2fb32a9cae9d51"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.00249",
    "kind": "arxiv",
    "version": 1
  }
}