Pith Number

pith:QKVVKCUJ

pith:2024:QKVVKCUJKJD6J3PDS4YNFAMNQW

not attested not anchored not stored refs pending

Understanding the Importance of Evolutionary Search in Automated Heuristic Design with Large Language Models

Fei Liu, Qingfu Zhang, Rui Zhang, Xi Lin, Zhenkun Wang, Zhichao Lu

arxiv:2407.10873 v1 · 2024-07-15 · cs.NE · cs.AI

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\usepackage{pith}
\pithnumber{QKVVKCUJKJD6J3PDS4YNFAMNQW}

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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

ERFSL: An Efficient Reward Function Searcher via Language Models for Custom-Environment Multi-Objective Optimization (Student Abstract)

Receipt and verification

First computed	2026-07-05T08:44:05.400516Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

82ab550a895247e4ede39730d2818d858d1a55ad7c61262637632cae974bbc3b

Aliases

arxiv: 2407.10873 · arxiv_version: 2407.10873v1 · doi: 10.48550/arxiv.2407.10873 · pith_short_12: QKVVKCUJKJD6 · pith_short_16: QKVVKCUJKJD6J3PD · pith_short_8: QKVVKCUJ

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/QKVVKCUJKJD6J3PDS4YNFAMNQW \
  | 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: 82ab550a895247e4ede39730d2818d858d1a55ad7c61262637632cae974bbc3b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "093c2f471a86cfba70d0eb3587bc35154bc4f01fa7258a82ec563e5a2bc86aae",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2024-07-15T16:21:20Z",
    "title_canon_sha256": "2a2f9d28290bb3b9331d87cb2f9c127c589fa4fd69e709a8e708176c394271c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.10873",
    "kind": "arxiv",
    "version": 1
  }
}