Pith Number

pith:MMUZNS6J

pith:2024:MMUZNS6JEYC3YZHJQSV5UHF7VJ

not attested not anchored not stored refs pending

Guiding Genetic Programming with Graph Neural Networks

Krzysztof Krawiec, Piotr Wyrwi\'nski

arxiv:2411.05820 v1 · 2024-11-03 · cs.NE · cs.AI · cs.LG · cs.SC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MMUZNS6JEYC3YZHJQSV5UHF7VJ}

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.

Receipt and verification

First computed	2026-07-05T09:33:11.652362Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

632996cbc92605bc64e984abda1cbfaa5bde0879008ba5986fb21f2907189b92

Aliases

arxiv: 2411.05820 · arxiv_version: 2411.05820v1 · doi: 10.48550/arxiv.2411.05820 · pith_short_12: MMUZNS6JEYC3 · pith_short_16: MMUZNS6JEYC3YZHJ · pith_short_8: MMUZNS6J

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/MMUZNS6JEYC3YZHJQSV5UHF7VJ \
  | 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: 632996cbc92605bc64e984abda1cbfaa5bde0879008ba5986fb21f2907189b92

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "41b519c1bbfc4fb0f3a93c5ad56d87a5dc5447b1e1d280043136a2c096a92412",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.SC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2024-11-03T20:43:31Z",
    "title_canon_sha256": "a5929144e3c4dbd62fd2cc9da3042d77fac7599515df3d0771a3a20e59c63956"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.05820",
    "kind": "arxiv",
    "version": 1
  }
}