Pith. sign in
Pith Number

pith:TSBVZUIK

pith:2025:TSBVZUIKJWSXD7CY7IWDM4JFH5
not attested not anchored not stored refs pending

AttentionGuard: Transformer-based Misbehavior Detection for Secure Vehicular Platoons

Ahmed Mohamed Hussain, Hexu Li, Konstantinos Kalogiannis, Panos Papadimitratos

arxiv:2505.10273 v1 · 2025-05-15 · cs.CR · cs.AI · cs.NI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{TSBVZUIKJWSXD7CY7IWDM4JFH5}

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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 2026-07-05T11:33:23.732362Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

9c835cd10a4da571fc58fa2c3671253f6f3885120b6208886a757d67e678e960

Aliases

arxiv: 2505.10273 · arxiv_version: 2505.10273v1 · doi: 10.48550/arxiv.2505.10273 · pith_short_12: TSBVZUIKJWSX · pith_short_16: TSBVZUIKJWSXD7CY · pith_short_8: TSBVZUIK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/TSBVZUIKJWSXD7CY7IWDM4JFH5 \
  | 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: 9c835cd10a4da571fc58fa2c3671253f6f3885120b6208886a757d67e678e960
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "982a56cea5746ca014c06c76b0efd5d3c7313523970ab1090c769a44751a8101",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-05-15T13:24:09Z",
    "title_canon_sha256": "8d3dd567bec1a7f40472a5f7b010bba42278d77db456790c8dc029484a46dd62"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.10273",
    "kind": "arxiv",
    "version": 1
  }
}