Pith Number

pith:BNV7CI5Z

pith:2025:BNV7CI5ZIJELCZYBNGTCNJEXXP

not attested not anchored not stored refs pending

A Systematic Survey on Large Language Models for Evolutionary Optimization: From Modeling to Solving

Guoxing Yi, Kay Chen Tan, Ran Cheng, Yisong Zhang

arxiv:2509.08269 v5 · 2025-09-10 · 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{BNV7CI5ZIJELCZYBNGTCNJEXXP}

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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

1 paper in Pith

Large Language Models for Operations Research: A Comprehensive Survey

Receipt and verification

First computed	2026-07-07T02:17:10.038441Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0b6bf123b94248b1670169a626a497bbe80600a8271fdd16b8792e593be9fe10

Aliases

arxiv: 2509.08269 · arxiv_version: 2509.08269v5 · doi: 10.48550/arxiv.2509.08269 · pith_short_12: BNV7CI5ZIJEL · pith_short_16: BNV7CI5ZIJELCZYB · pith_short_8: BNV7CI5Z

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/BNV7CI5ZIJELCZYBNGTCNJEXXP \
  | 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: 0b6bf123b94248b1670169a626a497bbe80600a8271fdd16b8792e593be9fe10

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c7a8dd22053a34275f593f1fa01c598705e32b2b96dc58254c15cff34efdd7a6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2025-09-10T04:05:54Z",
    "title_canon_sha256": "ef8f06103b457d8dd361a39989a3ae6407d1201966c3c06cfd5e2e563f8664f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.08269",
    "kind": "arxiv",
    "version": 5
  }
}