Pith Number

pith:GUL34QJF

pith:2024:GUL34QJFLYWYTHNJ6LQVZKQTNW

not attested not anchored not stored refs pending

Towards Effective Discrimination Testing for Generative AI

Emily Black, Nikita Rajaneesh, Richard Zemel, Talia B. Gillis, Thomas P. Zollo

arxiv:2412.21052 v1 · 2024-12-30 · cs.LG · cs.AI · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GUL34QJFLYWYTHNJ6LQVZKQTNW}

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	2026-07-05T09:55:26.650981Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3517be41255e2d899da9f2e15caa136dbfe75aadafa2ff11f60c2a220566f800

Aliases

arxiv: 2412.21052 · arxiv_version: 2412.21052v1 · doi: 10.48550/arxiv.2412.21052 · pith_short_12: GUL34QJFLYWY · pith_short_16: GUL34QJFLYWYTHNJ · pith_short_8: GUL34QJF

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/GUL34QJFLYWYTHNJ6LQVZKQTNW \
  | 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: 3517be41255e2d899da9f2e15caa136dbfe75aadafa2ff11f60c2a220566f800

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8c3512b0db22a98bde69d573f083d756e5cc48b7678dcf760d86e66aee28f828",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-30T16:09:33Z",
    "title_canon_sha256": "df3328acec7fd56b06cb2362a4bb101b0a14455ada3b8133dc8e4df231effa74"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.21052",
    "kind": "arxiv",
    "version": 1
  }
}