Pith Number

pith:OCOAXMA4

pith:2026:OCOAXMA4HFK7OTFKPJXITDW7FS

not attested not anchored not stored refs pending

A Unified Causal Inference Framework for the Desirability of Outcome Ranking Paradigm in Benefit-Risk Evaluation

Guoqing Diao, Ionut Bebu, Scott Evans, Shiyu Shu, Toshimitsu Hamasaki, Yixin Fang, Yuan Feng

arxiv:2608.05244 v1 · 2026-08-05 · 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{OCOAXMA4HFK7OTFKPJXITDW7FS}

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	2026-08-07T00:46:36.063204Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

709c0bb01c3955f74caa7a6e898edf2c9b91a6cf3cfbf31876395ef01f180c72

Aliases

arxiv: 2608.05244 · arxiv_version: 2608.05244v1 · doi: 10.48550/arxiv.2608.05244 · pith_short_12: OCOAXMA4HFK7 · pith_short_16: OCOAXMA4HFK7OTFK · pith_short_8: OCOAXMA4

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/OCOAXMA4HFK7OTFKPJXITDW7FS \
  | 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: 709c0bb01c3955f74caa7a6e898edf2c9b91a6cf3cfbf31876395ef01f180c72

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6a34d428bca96fc698ef497e289d07ff7ae66c5155ecf031959a36415f211e62",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2026-08-05T14:57:06Z",
    "title_canon_sha256": "591a2987a5d48324ebc580a319c9539b870a93cda9c16bb31eb88e7644dbcee7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.05244",
    "kind": "arxiv",
    "version": 1
  }
}