Pith Number

pith:XXQ5V7AV

pith:2022:XXQ5V7AVB2YDI4NY7OZ3L6Z4B7

not attested not anchored not stored refs pending

Uncertainty-aware predictive modeling for fair data-driven decisions

Christoph Kern, David R\"ugamer, Patrick Kaiser

arxiv:2211.02730 v1 · 2022-11-04 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XXQ5V7AVB2YDI4NY7OZ3L6Z4B7}

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.

Cited by

1 paper in Pith

Is Your Model Fairly Certain? Uncertainty-Aware Fairness Evaluation for LLMs

Receipt and verification

First computed	2026-07-05T05:13:21.081613Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bde1dafc150eb03471b8fbb3b5fb3c0fd30ab8ef5f3b95f5c862d172bf47c105

Aliases

arxiv: 2211.02730 · arxiv_version: 2211.02730v1 · doi: 10.48550/arxiv.2211.02730 · pith_short_12: XXQ5V7AVB2YD · pith_short_16: XXQ5V7AVB2YDI4NY · pith_short_8: XXQ5V7AV

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/XXQ5V7AVB2YDI4NY7OZ3L6Z4B7 \
  | 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: bde1dafc150eb03471b8fbb3b5fb3c0fd30ab8ef5f3b95f5c862d172bf47c105

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1d503ff90404d27da5338f8cecec197cd14487f8fa8c1c6c7979bfa2473f44dc",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-11-04T20:04:39Z",
    "title_canon_sha256": "4defb43d0addc8ccdad65b3bf8182396d9d5476d0e859816af3de8b511787945"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.02730",
    "kind": "arxiv",
    "version": 1
  }
}