Pith Number

pith:NUVB3HGM

pith:2024:NUVB3HGM4JM7L2P7OOMJOMKTAA

not attested not anchored not stored refs pending

Self-Consuming Generative Models with Curated Data Provably Optimize Human Preferences

Avishek Joey Bose, Damien Ferbach, Gauthier Gidel, Quentin Bertrand

arxiv:2407.09499 v1 · 2024-06-12 · cs.CV · cs.AI · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NUVB3HGM4JM7L2P7OOMJOMKTAA}

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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

3 papers in Pith

When AI Reviews Its Own Code: Recursive Self-Training Collapse in Code LLMs

Unlearning with Asymmetric Sources: Improved Unlearning-Utility Trade-off with Public Data

Curated Synthetic Data Doesn't Have to Collapse: A Theoretical Study of Generative Retraining with Pluralistic Preferences

Receipt and verification

First computed	2026-07-05T08:43:31.066494Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6d2a1d9ccce259f5e9ff73989731530038e234957260aa86f5b34578ba4221ee

Aliases

arxiv: 2407.09499 · arxiv_version: 2407.09499v1 · doi: 10.48550/arxiv.2407.09499 · pith_short_12: NUVB3HGM4JM7 · pith_short_16: NUVB3HGM4JM7L2P7 · pith_short_8: NUVB3HGM

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/NUVB3HGM4JM7L2P7OOMJOMKTAA \
  | 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: 6d2a1d9ccce259f5e9ff73989731530038e234957260aa86f5b34578ba4221ee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5ca0813253c0a9556f6a09ea8a8e22f38d570ba60d859417906e42381ca2758f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-06-12T21:28:28Z",
    "title_canon_sha256": "130aa33e06df19501b0dc4cbe8eb44e7ce56924f740ffdd791f7e2e7e57453a6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.09499",
    "kind": "arxiv",
    "version": 1
  }
}