Pith. sign in
Pith Number

pith:ER7U3EKV

pith:2024:ER7U3EKV6D6FHNMV4HTVB2CHRZ
not attested not anchored not stored refs pending

AI-based Attacker Models for Enhancing Multi-Stage Cyberattack Simulations in Smart Grids Using Co-Simulation Environments

Andreas Ulbig, Christoph Pohl, Immanuel Hacker, Markus Stroot, Omer Sen

arxiv:2412.03979 v1 · 2024-12-05 · cs.CR

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ER7U3EKV6D6FHNMV4HTVB2CHRZ}

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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.
Receipt and verification
First computed 2026-07-05T09:44:57.417003Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

247f4d9155f0fc53b595e1e750e8478e7e752bbb35ad9b81557267dd7f5c03ed

Aliases

arxiv: 2412.03979 · arxiv_version: 2412.03979v1 · doi: 10.48550/arxiv.2412.03979 · pith_short_12: ER7U3EKV6D6F · pith_short_16: ER7U3EKV6D6FHNMV · pith_short_8: ER7U3EKV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ER7U3EKV6D6FHNMV4HTVB2CHRZ \
  | 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: 247f4d9155f0fc53b595e1e750e8478e7e752bbb35ad9b81557267dd7f5c03ed
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "999b3b4a5c08fdf46f677a808655bed4efa274eea05c7ecbbf8f4d3f08a401f4",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-12-05T08:56:38Z",
    "title_canon_sha256": "ab6d3bd496abe09a9b269a352c3f46dd3ec2b30c9e19f75d19765a850fe93721"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.03979",
    "kind": "arxiv",
    "version": 1
  }
}