Pith Number

pith:VVNMO3N3

pith:2024:VVNMO3N3TOJK4MEVMBVR6YNZS6

not attested not anchored not stored refs pending

Learning Fair Decisions with Factor Models: Applications to Annuity Pricing

Fei Huang, Junhao Shen, Ran Zhao, Yanrong Yang

arxiv:2412.04663 v2 · 2024-12-05 · stat.ME · stat.AP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VVNMO3N3TOJK4MEVMBVR6YNZS6}

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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.

Cited by

1 paper in Pith

Marginal Fairness: Fair Decision-Making under Risk Measures

Receipt and verification

First computed	2026-07-05T10:48:22.352430Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad5ac76dbb9b92ae3095606b1f61b9979c28a9de57bcc3d2c0c83e57178525e7

Aliases

arxiv: 2412.04663 · arxiv_version: 2412.04663v2 · doi: 10.48550/arxiv.2412.04663 · pith_short_12: VVNMO3N3TOJK · pith_short_16: VVNMO3N3TOJK4MEV · pith_short_8: VVNMO3N3

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/VVNMO3N3TOJK4MEVMBVR6YNZS6 \
  | 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: ad5ac76dbb9b92ae3095606b1f61b9979c28a9de57bcc3d2c0c83e57178525e7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "08a85dd4583977966a5909b9b781e97fdf1fd47eb44facbeca8265cbb004a253",
    "cross_cats_sorted": [
      "stat.AP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2024-12-05T23:18:34Z",
    "title_canon_sha256": "9f354e09c87d76a5d9852f5f88281a335c38dc25783ad88dc0377725adb589bb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.04663",
    "kind": "arxiv",
    "version": 2
  }
}