Pith Number

pith:QJN3I64X

pith:2024:QJN3I64XGLC6RYTT4JZKB2G2D3

not attested not anchored not stored refs pending

PPT-GNN: A Practical Pre-Trained Spatio-Temporal Graph Neural Network for Network Security

Ismael Castell-Uroz, Louis Van Langendonck, Pere Barlet-Ros

arxiv:2406.13365 v1 · 2024-06-19 · cs.LG · cs.AI · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QJN3I64XGLC6RYTT4JZKB2G2D3}

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

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack

Receipt and verification

First computed	2026-07-05T08:34:29.108262Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

825bb47b9732c5e8e273e272a0e8da1ed45efe812d2fcd19bedd53f7301f5247

Aliases

arxiv: 2406.13365 · arxiv_version: 2406.13365v1 · doi: 10.48550/arxiv.2406.13365 · pith_short_12: QJN3I64XGLC6 · pith_short_16: QJN3I64XGLC6RYTT · pith_short_8: QJN3I64X

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/QJN3I64XGLC6RYTT4JZKB2G2D3 \
  | 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: 825bb47b9732c5e8e273e272a0e8da1ed45efe812d2fcd19bedd53f7301f5247

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d3a2b409b6e59f80e8cd6aaa62b2885f765f22aaa9858b74d7de28101ee1bf8c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-19T09:09:46Z",
    "title_canon_sha256": "376d89e223de3bd0a95ad0d681fa539d088f5f412b55b395ebc71f3cb693aeb4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.13365",
    "kind": "arxiv",
    "version": 1
  }
}