Pith Number

pith:PIKHB2QH

pith:2021:PIKHB2QHB6MULO4LHTT5HIBNXI

not attested not anchored not stored refs pending

Graph Neural Networks Based Detection of Stealth False Data Injection Attacks in Smart Grids

Abhijeet Sahu, Amarachi Umunnakwe, Erchin Serpedin, Katherine Davis, Mohammad Rasoul Narimani, Muhammad Ismail, Osman Boyaci

arxiv:2104.02012 v2 · 2021-04-05 · eess.SP · cs.AI · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PIKHB2QHB6MULO4LHTT5HIBNXI}

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	2026-07-05T03:43:40.006373Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7a1470ea070f9945bb8b3ce7d3a02dba1f5722be93d7b5651be1447c60c1f70c

Aliases

arxiv: 2104.02012 · arxiv_version: 2104.02012v2 · doi: 10.48550/arxiv.2104.02012 · pith_short_12: PIKHB2QHB6MU · pith_short_16: PIKHB2QHB6MULO4L · pith_short_8: PIKHB2QH

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/PIKHB2QHB6MULO4LHTT5HIBNXI \
  | 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: 7a1470ea070f9945bb8b3ce7d3a02dba1f5722be93d7b5651be1447c60c1f70c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f8f2db4051471fa7d1704656a53831935dbe13c10e877228346844a89241d892",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2021-04-05T17:02:48Z",
    "title_canon_sha256": "5d7f0090d8d131649de7dc8d9bffdf972e46b1949d44f087b1a8aeee9cad4981"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.02012",
    "kind": "arxiv",
    "version": 2
  }
}