Pith Number

pith:Q4QDPYYD

pith:2022:Q4QDPYYDUNTYE6HKDYFUJM2O5T

not attested not anchored not stored refs pending

Evaluation Methods and Measures for Causal Learning Algorithms

Huan Liu, K. Selcuk Candan, Lu Cheng, Paras Sheth, Raha Moraffah, Ruocheng Guo

arxiv:2202.02896 v1 · 2022-02-07 · cs.LG · cs.AI · 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{Q4QDPYYDUNTYE6HKDYFUJM2O5T}

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	2026-07-05T03:54:33.943221Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

872037e303a3678278ea1e0b44b34eecf50c0eca13a4c5a415030ed8c42f3c0e

Aliases

arxiv: 2202.02896 · arxiv_version: 2202.02896v1 · doi: 10.48550/arxiv.2202.02896 · pith_short_12: Q4QDPYYDUNTY · pith_short_16: Q4QDPYYDUNTYE6HK · pith_short_8: Q4QDPYYD

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/Q4QDPYYDUNTYE6HKDYFUJM2O5T \
  | 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: 872037e303a3678278ea1e0b44b34eecf50c0eca13a4c5a415030ed8c42f3c0e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "54018ab691fa4fd76c7ff627c69b7210df88fb6fc669b574b6065027d6177631",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-07T00:24:34Z",
    "title_canon_sha256": "49b8873b18deae2a0bca04cacc6398253388267cfa8bcf286ee814462fef95b0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.02896",
    "kind": "arxiv",
    "version": 1
  }
}