Pith Number

pith:NJ6WRO55

pith:2024:NJ6WRO55VWZNM7QEN2QLBXYHOK

not attested not anchored not stored refs pending

Generative AI-based Prompt Evolution Engineering Design Optimization With Vision-Language Model

Melvin Wong, Stefan Menzel, Thiago Rios, Yew Soon Ong

arxiv:2406.09143 v2 · 2024-06-13 · cs.AI · cs.CE · cs.CV · cs.LG · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NJ6WRO55VWZNM7QEN2QLBXYHOK}

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

Evolutionary Computation and Large Language Models: A Survey of Methods, Synergies, and Applications

Receipt and verification

First computed	2026-07-05T08:54:14.594382Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6a7d68bbbdadb2d67e046ea0b0df07728a022a89f2a37a0ed26f13c1720807db

Aliases

arxiv: 2406.09143 · arxiv_version: 2406.09143v2 · doi: 10.48550/arxiv.2406.09143 · pith_short_12: NJ6WRO55VWZN · pith_short_16: NJ6WRO55VWZNM7QE · pith_short_8: NJ6WRO55

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/NJ6WRO55VWZNM7QEN2QLBXYHOK \
  | 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: 6a7d68bbbdadb2d67e046ea0b0df07728a022a89f2a37a0ed26f13c1720807db

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9e09cce6b8f3a2876c01e5615b86ebc03f85a110f2409ec82d1d824eeb39f1d3",
    "cross_cats_sorted": [
      "cs.CE",
      "cs.CV",
      "cs.LG",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-06-13T14:11:19Z",
    "title_canon_sha256": "743eda95ed9f541d8e7ecc99d3d137d5cb9966b978286c3e87d107b86149b779"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.09143",
    "kind": "arxiv",
    "version": 2
  }
}