Pith Number

pith:6OCHKMMR

pith:2021:6OCHKMMREAXCRJU3GADPJS2JUP

not attested not anchored not stored refs pending

Graph-based Solutions with Residuals for Intrusion Detection: the Modified E-GraphSAGE and E-ResGAT Algorithms

Liyan Chang, Paula Branco

arxiv:2111.13597 v1 · 2021-11-26 · cs.CR · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6OCHKMMREAXCRJU3GADPJS2JUP}

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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

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

Receipt and verification

First computed	2026-07-05T03:35:22.881582Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f384753191202e28a69b3006f4cb49a3cfaa9abee581a5a6d7efbede9d6a0fe0

Aliases

arxiv: 2111.13597 · arxiv_version: 2111.13597v1 · doi: 10.48550/arxiv.2111.13597 · pith_short_12: 6OCHKMMREAXC · pith_short_16: 6OCHKMMREAXCRJU3 · pith_short_8: 6OCHKMMR

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/6OCHKMMREAXCRJU3GADPJS2JUP \
  | 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: f384753191202e28a69b3006f4cb49a3cfaa9abee581a5a6d7efbede9d6a0fe0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "46b736af8d3c7c113397554e21e88a7f6c5f3424fbeb22c6ac423498574c6097",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2021-11-26T16:51:37Z",
    "title_canon_sha256": "471d94b920dd865c8818cc6cd2912f6f75a17cb7b4042afb36752f20abd7bc97"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.13597",
    "kind": "arxiv",
    "version": 1
  }
}