Pith Number

pith:PT6TQYGP

pith:2024:PT6TQYGPYCLR75NTJ4M3BXLY33

not attested not anchored not stored refs pending

Evolutionary Computation in the Era of Large Language Model: Survey and Roadmap

Jibin Wu, Kay Chen Tan, Liang Feng, Sheng-hao Wu, Xingyu Wu

arxiv:2401.10034 v3 · 2024-01-18 · cs.NE · cs.AI · cs.CL

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\usepackage{pith}
\pithnumber{PT6TQYGPYCLR75NTJ4M3BXLY33}

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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

DEI: Diversity in Evolutionary Inference for Quality-Diversity Search

LLM-FE: Automated Feature Engineering for Tabular Data with LLMs as Evolutionary Optimizers

QM-ToT: A Medical Tree of Thoughts Reasoning Framework for Quantized Model

Effective Harness Engineering for Algorithm Discovery with Coding Agents

FELA: A Multi-Agent Evolutionary System for Feature Engineering of Industrial Event Log Data

Receipt and verification

First computed	2026-07-05T08:24:40.432412Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7cfd3860cfc0971ff5b34f19b0dd78dec648243cfa37c81ba47e1a3824011f60

Aliases

arxiv: 2401.10034 · arxiv_version: 2401.10034v3 · doi: 10.48550/arxiv.2401.10034 · pith_short_12: PT6TQYGPYCLR · pith_short_16: PT6TQYGPYCLR75NT · pith_short_8: PT6TQYGP

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/PT6TQYGPYCLR75NTJ4M3BXLY33 \
  | 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: 7cfd3860cfc0971ff5b34f19b0dd78dec648243cfa37c81ba47e1a3824011f60

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "669d8f658cebb58457188139ac3cb8ff849dcdeb572f9d8812f464fc62d1ad76",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2024-01-18T14:58:17Z",
    "title_canon_sha256": "f39b05a11dfb06eb41a46ab5ad94143c84d92df66daafa572faa40c30dba9328"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.10034",
    "kind": "arxiv",
    "version": 3
  }
}