Pith Number

pith:BUMMYWMW

pith:2025:BUMMYWMWMG32263N4SZECOXI52

not attested not anchored not stored refs pending

Attention in Motion: Secure Platooning via Transformer-based Misbehavior Detection

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

arxiv:2512.15503 v3 · 2025-12-17 · cs.CR · cs.AI · cs.LG · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BUMMYWMWMG32263N4SZECOXI52}

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

PAMPOS: Causal Transformer-based Trajectory Prediction for Attack-Agnostic Misbehavior Detection in V2X Networks

Receipt and verification

First computed	2026-06-24T01:15:00.009288Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0d18cc599661b7ad7b6de4b2413ae8ee9c1385d4597fb785dc050c472cd4d599

Aliases

arxiv: 2512.15503 · arxiv_version: 2512.15503v3 · doi: 10.48550/arxiv.2512.15503 · pith_short_12: BUMMYWMWMG32 · pith_short_16: BUMMYWMWMG32263N · pith_short_8: BUMMYWMW

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/BUMMYWMWMG32263N4SZECOXI52 \
  | 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: 0d18cc599661b7ad7b6de4b2413ae8ee9c1385d4597fb785dc050c472cd4d599

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b997fb3303be79102d16d67ba7e8ba851f33f333a05a4a9f186eca2fc3d9f241",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.NI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-12-17T14:45:33Z",
    "title_canon_sha256": "21619c547e223872e397d985ab070bed96b3f90e0f41b66dc8369dbfb671a2e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.15503",
    "kind": "arxiv",
    "version": 3
  }
}