Pith Number

pith:AA7CLQSU

pith:2023:AA7CLQSUF65ADQYAFW2KEPOQWP

not attested not anchored not stored refs pending

Algorithm Evolution Using Large Language Model

Fei Liu, Mingxuan Yuan, Qingfu Zhang, Xialiang Tong

arxiv:2311.15249 v1 · 2023-11-26 · cs.NE · cs.AI · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AA7CLQSUF65ADQYAFW2KEPOQWP}

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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

6 papers in Pith

Vehicle Routing Problem Meets Large Language Models: An Overview and Perspectives

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications

Fine-tuning Large Language Model for Automated Algorithm Design

Effective Harness Engineering for Algorithm Discovery with Coding Agents

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs

Receipt and verification

First computed	2026-07-05T07:17:00.877466Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

003e25c2542fba01c3002db4a23dd0b3c500eb29bbe4f4f7e353ed86c3e71bae

Aliases

arxiv: 2311.15249 · arxiv_version: 2311.15249v1 · doi: 10.48550/arxiv.2311.15249 · pith_short_12: AA7CLQSUF65A · pith_short_16: AA7CLQSUF65ADQYA · pith_short_8: AA7CLQSU

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/AA7CLQSUF65ADQYAFW2KEPOQWP \
  | 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: 003e25c2542fba01c3002db4a23dd0b3c500eb29bbe4f4f7e353ed86c3e71bae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "57573d8fd6c582e196ffeab0d98287d9edac78a64cd48bf538c9b558dbff08b5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2023-11-26T09:38:44Z",
    "title_canon_sha256": "90a2847082fe86d1aca3f3de2797c827c17805d30c6ee44462a4703814113ada"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.15249",
    "kind": "arxiv",
    "version": 1
  }
}