Pith Number

pith:P2KVAWRL

pith:2025:P2KVAWRL7GK4EJCGULAUPMSVQK

not attested not anchored not stored refs pending

From Attack Descriptions to Vulnerabilities: A Sentence Transformer-Based Approach

Barbara Russo, Bruno Rossi, Diaeddin Rimawi, Refat Othman

arxiv:2509.02077 v2 · 2025-09-02 · cs.CR · cs.CL · 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{P2KVAWRL7GK4EJCGULAUPMSVQK}

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	2026-07-05T12:04:40.982173Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7e95505a2bf995c22446a2c147b2558281040421689b0481fce139768aff42e6

Aliases

arxiv: 2509.02077 · arxiv_version: 2509.02077v2 · doi: 10.48550/arxiv.2509.02077 · pith_short_12: P2KVAWRL7GK4 · pith_short_16: P2KVAWRL7GK4EJCG · pith_short_8: P2KVAWRL

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/P2KVAWRL7GK4EJCGULAUPMSVQK \
  | 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: 7e95505a2bf995c22446a2c147b2558281040421689b0481fce139768aff42e6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1ff87c3ea5d680002185e3f8b2e4d00d4442459fbd27eafcf022ce053b94c48d",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-09-02T08:27:36Z",
    "title_canon_sha256": "26edb4a9bfae49906915c89dd511e555294ab71544f1c23f851c44af02f556ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.02077",
    "kind": "arxiv",
    "version": 2
  }
}