Pith Number

pith:G5ASZJQU

pith:2024:G5ASZJQUWPU5UF4GC2ZPGE52FS

not attested not anchored not stored refs pending

Generative VS non-Generative Models in Engineering Shape Optimization

Konstantinos Kostas, Muhammad Usama, Panagiotis Kaklis, Shahroz Khan, Zahid Masood

arxiv:2402.08540 v1 · 2024-02-13 · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{G5ASZJQUWPU5UF4GC2ZPGE52FS}

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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

Using Large Language Models for Parametric Shape Optimization

Receipt and verification

First computed	2026-07-05T07:44:48.092732Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

37412ca614b3e9da178616b2f313ba2ca4b51bc5e63840cec642ed9968db4c3d

Aliases

arxiv: 2402.08540 · arxiv_version: 2402.08540v1 · doi: 10.48550/arxiv.2402.08540 · pith_short_12: G5ASZJQUWPU5 · pith_short_16: G5ASZJQUWPU5UF4G · pith_short_8: G5ASZJQU

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/G5ASZJQUWPU5UF4GC2ZPGE52FS \
  | 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: 37412ca614b3e9da178616b2f313ba2ca4b51bc5e63840cec642ed9968db4c3d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0a732d1e5227f503e8484c713f33fb8267c6895e709b6b75877206b4e9584774",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-13T15:45:20Z",
    "title_canon_sha256": "1b24e293e3eb91226fe7300a5f4953bcdaa1cde11193860d888e537220ef6cad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.08540",
    "kind": "arxiv",
    "version": 1
  }
}