Pith Number

pith:WCMCXVDN

pith:2025:WCMCXVDNR2KBNJ4FLZ3GO4LZDI

not attested not anchored not stored refs pending

Explicit Vulnerability Generation with LLMs: An Investigation Beyond Adversarial Attacks

Anil Koyuncu, Emir Bosnak, Mayasah Lami, Sahand Moslemi

arxiv:2507.10054 v2 · 2025-07-14 · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WCMCXVDNR2KBNJ4FLZ3GO4LZDI}

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	2026-07-05T11:41:44.683635Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b0982bd46d8e9416a7855e766771791a30707fc0e13f2a0eb832daa94c085d00

Aliases

arxiv: 2507.10054 · arxiv_version: 2507.10054v2 · doi: 10.48550/arxiv.2507.10054 · pith_short_12: WCMCXVDNR2KB · pith_short_16: WCMCXVDNR2KBNJ4F · pith_short_8: WCMCXVDN

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/WCMCXVDNR2KBNJ4FLZ3GO4LZDI \
  | 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: b0982bd46d8e9416a7855e766771791a30707fc0e13f2a0eb832daa94c085d00

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6b801309fc1675ed16923d1026ce7edcd6af2e1affe66edd3bd70e911296a566",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-07-14T08:36:26Z",
    "title_canon_sha256": "43082f624b3cf9a0256ba53224444952cdf669d5a5ed97e2ec9f5e24e8294898"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.10054",
    "kind": "arxiv",
    "version": 2
  }
}