Pith Number

pith:DLWISKTP

pith:2023:DLWISKTPDJJEK7AKCDYV52J46S

not attested not anchored not stored refs pending

Nepotistically Trained Generative-AI Models Collapse

Hany Farid, Matyas Bohacek

arxiv:2311.12202 v2 · 2023-11-20 · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DLWISKTPDJJEK7AKCDYV52J46S}

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

3 papers in Pith

When Does Model Collapse Occur in Structured Interactive Learning?

Drift and selection in LLM text ecosystems

Filter Babel: The Challenge of Synthetic Media to Authenticity and Common Ground in AI-Mediated Communication

Receipt and verification

First computed	2026-07-05T10:41:11.010485Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1aec892a6f1a52457c0a10f15ee93cf4a4f8badb9d94684979b14d008ca2fec5

Aliases

arxiv: 2311.12202 · arxiv_version: 2311.12202v2 · doi: 10.48550/arxiv.2311.12202 · pith_short_12: DLWISKTPDJJE · pith_short_16: DLWISKTPDJJEK7AK · pith_short_8: DLWISKTP

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/DLWISKTPDJJEK7AKCDYV52J46S \
  | 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: 1aec892a6f1a52457c0a10f15ee93cf4a4f8badb9d94684979b14d008ca2fec5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "44d9721178870ce7a2c24acd0704f0e49cb1ebc6d864e4ab8967dc17a73907ea",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-11-20T21:43:32Z",
    "title_canon_sha256": "3352234e60bc14f2ec877932fa872a1e69eb5e41916aa30036caf779cbcd1102"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.12202",
    "kind": "arxiv",
    "version": 2
  }
}