Pith Number

pith:OACF7TTE

pith:2023:OACF7TTEL4J6XRHQ75CWLCFMCW

not attested not anchored not stored refs pending

Self-Taught Optimizer (STOP): Recursively Self-Improving Code Generation

Adam Tauman Kalai, Eliana Lorch, Eric Zelikman, Lester Mackey

arxiv:2310.02304 v3 · 2023-10-03 · cs.CL · cs.AI · cs.LG · 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{OACF7TTEL4J6XRHQ75CWLCFMCW}

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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

5 papers in Pith

TTHE: Test-Time Harness Evolution

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

Marginal Advantage Accumulation for Memory-Driven Agent Self-Evolution

Self-Harness: Harnesses That Improve Themselves

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

Receipt and verification

First computed	2026-07-05T08:56:02.523206Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

70045fce645f13ebc4f0ff456588ac15b4329994dd73592df272c85b798fcddf

Aliases

arxiv: 2310.02304 · arxiv_version: 2310.02304v3 · doi: 10.48550/arxiv.2310.02304 · pith_short_12: OACF7TTEL4J6 · pith_short_16: OACF7TTEL4J6XRHQ · pith_short_8: OACF7TTE

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/OACF7TTEL4J6XRHQ75CWLCFMCW \
  | 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: 70045fce645f13ebc4f0ff456588ac15b4329994dd73592df272c85b798fcddf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e5cbb3ecc55c1c27c3386ba319c298baa7d1d5e4ab179f6562a7763f856650a2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-03T17:59:32Z",
    "title_canon_sha256": "3ee11214715971a47617d0b4767d09541b8287f18ad5645deda1d4671cb75e39"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.02304",
    "kind": "arxiv",
    "version": 3
  }
}