Pith Number

pith:GDV4EO5H

pith:2023:GDV4EO5HJCC5GSK54ZLUACTZRU

not attested not anchored not stored refs pending

LLMatic: Neural Architecture Search via Large Language Models and Quality Diversity Optimization

Christopher Cleghorn, Julian Togelius, Muhammad U. Nasir, Sam Earle, Steven James

arxiv:2306.01102 v8 · 2023-06-01 · cs.NE · cs.AI · cs.CL

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\usepackage{pith}
\pithnumber{GDV4EO5HJCC5GSK54ZLUACTZRU}

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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

4 papers in Pith

LLM-Driven Neural Network Generation with Same-Family Architecture Guidance: Disentangling Transfer and Adaptation

TacEvo: Self-Evolving Architecture Discovery for Robotic Tactile Perception via LLM-Driven Quality-Diversity Search

Closed-Loop LLM Discovery of Non-Standard Channel Priors in Vision Models

Delta-Based Neural Architecture Search: LLM Fine-Tuning via Code Diffs

Receipt and verification

First computed	2026-07-05T08:08:48.921125Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

30ebc23ba74885d3495de657400a798d04268dc6ce8d4e49d82f565a8bf26cb9

Aliases

arxiv: 2306.01102 · arxiv_version: 2306.01102v8 · doi: 10.48550/arxiv.2306.01102 · pith_short_12: GDV4EO5HJCC5 · pith_short_16: GDV4EO5HJCC5GSK5 · pith_short_8: GDV4EO5H

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/GDV4EO5HJCC5GSK54ZLUACTZRU \
  | 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: 30ebc23ba74885d3495de657400a798d04268dc6ce8d4e49d82f565a8bf26cb9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dce5ff9a508f541325e36e42ef04d99347c5f15fc29e3e603b7f0dc841869c18",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2023-06-01T19:33:21Z",
    "title_canon_sha256": "ffa1d6d89893a3952bfe4c7c3e7fddd53eb22e46af9b5d2573ce496f3bf59ca5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.01102",
    "kind": "arxiv",
    "version": 8
  }
}