Pith Number

pith:LC2YFIZP

pith:2024:LC2YFIZPFZZFJKWIXXFBHKKOWW

not attested not anchored not stored refs pending

Data Augmentation in Graph Neural Networks: The Role of Generated Synthetic Graphs

Kiymet Kaya, resul tugay, sule gunduz oguducu, Sumeyye Bas

arxiv:2407.14765 v1 · 2024-07-20 · cs.LG · cs.AI · cs.DB · cs.IT · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LC2YFIZPFZZFJKWIXXFBHKKOWW}

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	2026-07-05T08:46:33.432731Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

58b582a32f2e7254aac8bdca13a94eb5b6a204e93610152c9e14186302361e24

Aliases

arxiv: 2407.14765 · arxiv_version: 2407.14765v1 · doi: 10.48550/arxiv.2407.14765 · pith_short_12: LC2YFIZPFZZF · pith_short_16: LC2YFIZPFZZFJKWI · pith_short_8: LC2YFIZP

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/LC2YFIZPFZZFJKWIXXFBHKKOWW \
  | 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: 58b582a32f2e7254aac8bdca13a94eb5b6a204e93610152c9e14186302361e24

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c9e803a06f6c639467acee9c025bf1cb767aa6c3f5e1dc4f1deb2bef378aa49",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DB",
      "cs.IT",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-20T06:05:26Z",
    "title_canon_sha256": "b93e224f439d62a8c3c9b6898993d255fe02a6a38ad94c8e6d8e29f028720316"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.14765",
    "kind": "arxiv",
    "version": 1
  }
}