Pith Number

pith:IA2J6TZJ

pith:2022:IA2J6TZJ3QU52NTTJ23HTVJOOP

not attested not anchored not stored refs pending

Eliminating Meta Optimization Through Self-Referential Meta Learning

J\"urgen Schmidhuber, Louis Kirsch

arxiv:2212.14392 v1 · 2022-12-29 · cs.LG · cs.AI · cs.NE · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IA2J6TZJ3QU52NTTJ23HTVJOOP}

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

4 papers in Pith

The Red Queen G\"odel Machine: Co-Evolving Agents and Their Evaluators

Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolution

On the Creativity of AI Agents

Receipt and verification

First computed	2026-07-05T05:29:09.567716Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

40349f4f29dc29dd36734eb679d52e73faf35f46334c9aebc0110225d2c2d386

Aliases

arxiv: 2212.14392 · arxiv_version: 2212.14392v1 · doi: 10.48550/arxiv.2212.14392 · pith_short_12: IA2J6TZJ3QU5 · pith_short_16: IA2J6TZJ3QU52NTT · pith_short_8: IA2J6TZJ

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/IA2J6TZJ3QU52NTTJ23HTVJOOP \
  | 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: 40349f4f29dc29dd36734eb679d52e73faf35f46334c9aebc0110225d2c2d386

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a3db886bd5b021c355794861ac1a5a369715966a5c0857532bcfbf7f1d421f2d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-29T17:53:40Z",
    "title_canon_sha256": "403a17cb98d2b0fd05331a43a86030e8350e63b2769423e12df958b4056a4a5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.14392",
    "kind": "arxiv",
    "version": 1
  }
}