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Pith Number

pith:2KZTOPN6

pith:2024:2KZTOPN6Z2VVA6J2K4G572VJRL
not attested not anchored not stored refs pending

Multi-objective Evolution of Heuristic Using Large Language Model

Fei Liu, Qingfu Zhang, Shunyu Yao, Xi Lin, Zhenkun Wang, Zhichao Lu

arxiv:2409.16867 v2 · 2024-09-25 · cs.AI

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\usepackage{pith}
\pithnumber{2KZTOPN6Z2VVA6J2K4G572VJRL}

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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

Receipt and verification
First computed 2026-07-05T10:09:09.409924Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d2b3373dbeceab50793a570ddfeaa98ae098bf6e43f14ea41c03ea54b29ef50e

Aliases

arxiv: 2409.16867 · arxiv_version: 2409.16867v2 · doi: 10.48550/arxiv.2409.16867 · pith_short_12: 2KZTOPN6Z2VV · pith_short_16: 2KZTOPN6Z2VVA6J2 · pith_short_8: 2KZTOPN6
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2KZTOPN6Z2VVA6J2K4G572VJRL \
  | 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: d2b3373dbeceab50793a570ddfeaa98ae098bf6e43f14ea41c03ea54b29ef50e
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "606fb2da4a5b6a39232daf1266dc7e7fbde81d52ca735325f72817666e3f2591",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-09-25T12:32:41Z",
    "title_canon_sha256": "53f994888a67a511ec3370bb00ddae3095d9c8596c68921748652b5d423a1813"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.16867",
    "kind": "arxiv",
    "version": 2
  }
}