Pith Number

pith:2B47GHV7

pith:2025:2B47GHV7ANUONRSAVNQVVH5OB2

not attested not anchored not stored refs pending

False Alarms, Real Damage: Adversarial Attacks Using LLM-based Models on Text-based Cyber Threat Intelligence Systems

Alysson Bessani, Pedro M. Ferreira, Samaneh Shafee

arxiv:2507.06252 v2 · 2025-07-05 · cs.CR · cs.AI · 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{2B47GHV7ANUONRSAVNQVVH5OB2}

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	2026-05-25T02:01:05.447012Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d079f31ebf0368e6c640ab615a9fae0ebb5b5d7b95d8340671a0e97a97f9b6c6

Aliases

arxiv: 2507.06252 · arxiv_version: 2507.06252v2 · doi: 10.48550/arxiv.2507.06252 · pith_short_12: 2B47GHV7ANUO · pith_short_16: 2B47GHV7ANUONRSA · pith_short_8: 2B47GHV7

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/2B47GHV7ANUONRSAVNQVVH5OB2 \
  | 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: d079f31ebf0368e6c640ab615a9fae0ebb5b5d7b95d8340671a0e97a97f9b6c6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "13f5e552d8c2212e1fd507256d28648da0802a1486d4a441b74a8bcc6e920403",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-07-05T19:00:27Z",
    "title_canon_sha256": "8ccc074189ba7abf6637a528dcb1a8e3b4cc9a408438b0626fcaff1d01e5e44e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.06252",
    "kind": "arxiv",
    "version": 2
  }
}