Pith Number

pith:3VUTPPXO

pith:2023:3VUTPPXOYAXE35M5D7CHHQM4IU

not attested not anchored not stored refs pending

Large Language Model for Multi-objective Evolutionary Optimization

Fei Liu, Mingxuan Yuan, Qingfu Zhang, Shunyu Yao, Xialiang Tong, Xi Lin, Zhenkun Wang

arxiv:2310.12541 v3 · 2023-10-19 · cs.NE · cs.AI · cs.CL · cs.ET

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\usepackage{pith}
\pithnumber{3VUTPPXOYAXE35M5D7CHHQM4IU}

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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

On the Convergence of Large Language Model Optimizer for Black-Box Network Management

Receipt and verification

First computed	2026-07-05T08:00:37.038924Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dd6937beeec02e4df59d1fc473c19c4530d49da53a0b4539aa3b5780a69c992c

Aliases

arxiv: 2310.12541 · arxiv_version: 2310.12541v3 · doi: 10.48550/arxiv.2310.12541 · pith_short_12: 3VUTPPXOYAXE · pith_short_16: 3VUTPPXOYAXE35M5 · pith_short_8: 3VUTPPXO

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/3VUTPPXOYAXE35M5D7CHHQM4IU \
  | 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: dd6937beeec02e4df59d1fc473c19c4530d49da53a0b4539aa3b5780a69c992c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "995a051477657b333f89a55e5e2d2b651038fa0608ff1138fd57a22c0bfc3caa",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.ET"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2023-10-19T07:46:54Z",
    "title_canon_sha256": "d4e4305d6c40b1bd1e2602e2f653f5e6fb225772c886400cdb328c0200b89a39"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.12541",
    "kind": "arxiv",
    "version": 3
  }
}