Pith Number

pith:4W4WIS7K

pith:2024:4W4WIS7KKMGBCRQ532ZL4WHUKS

not attested not anchored not stored refs pending

Progressive Generalization Risk Reduction for Data-Efficient Causal Effect Estimation

Guanhua Ye, Hechuan Wen, Hongzhi Yin, Li Kheng Chai, Shazia Sadiq, Tong Chen

arxiv:2411.11256 v1 · 2024-11-18 · 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{4W4WIS7KKMGBCRQ532ZL4WHUKS}

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	2026-07-05T09:36:53.662734Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e5b9644bea530c11461ddeb2be58f454b842a6c4e5a7e5e23f654a446924a0f3

Aliases

arxiv: 2411.11256 · arxiv_version: 2411.11256v1 · doi: 10.48550/arxiv.2411.11256 · pith_short_12: 4W4WIS7KKMGB · pith_short_16: 4W4WIS7KKMGBCRQ5 · pith_short_8: 4W4WIS7K

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/4W4WIS7KKMGBCRQ532ZL4WHUKS \
  | 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: e5b9644bea530c11461ddeb2be58f454b842a6c4e5a7e5e23f654a446924a0f3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "984c057411545b0c0aa9735305ad421374eafe1ec33a1519b9bb2db676c51630",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-18T03:17:40Z",
    "title_canon_sha256": "efa8f555548522ee8fa4cb48335085e85ba09ab83179a4ce4754a6865f351748"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.11256",
    "kind": "arxiv",
    "version": 1
  }
}