Pith Number

pith:XIPM2DGA

pith:2024:XIPM2DGAX7KBU6J4CVJTNLF6WO

not attested not anchored not stored refs pending

Deep Insights into Automated Optimization with Large Language Models and Evolutionary Algorithms

He Yu, Jing Liu

arxiv:2410.20848 v1 · 2024-10-28 · cs.NE · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XIPM2DGAX7KBU6J4CVJTNLF6WO}

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

1 paper in Pith

Large Language Models for Operations Research: A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T09:27:12.038608Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ba1ecd0cc0bfd41a793c155336acbeb3a3f05004b86f84c110923d352dde6a70

Aliases

arxiv: 2410.20848 · arxiv_version: 2410.20848v1 · doi: 10.48550/arxiv.2410.20848 · pith_short_12: XIPM2DGAX7KB · pith_short_16: XIPM2DGAX7KBU6J4 · pith_short_8: XIPM2DGA

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/XIPM2DGAX7KBU6J4CVJTNLF6WO \
  | 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: ba1ecd0cc0bfd41a793c155336acbeb3a3f05004b86f84c110923d352dde6a70

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "918bbeea8b68aca1d37ad9aa0031d7a7d88f340ebaeb110ecbb44db307a983b5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2024-10-28T09:04:49Z",
    "title_canon_sha256": "671a9bcdcd7bd726131ff84a3faf442551478e7aabbb478cbc48b10534a10412"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.20848",
    "kind": "arxiv",
    "version": 1
  }
}