Pith Number

pith:S4ROCWX6

pith:2026:S4ROCWX6ODZPZ2ZDTLGSY672OR

not attested not anchored not stored refs pending

Extracting Recurring Vulnerabilities from Black-Box LLM-Generated Software

Amit Levi, Avi Mendelson, Maayan Yamin, Noam Benzimra, Tomer Kordonsky

arxiv:2602.04894 v4 · 2026-02-02 · cs.CR · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{S4ROCWX6ODZPZ2ZDTLGSY672OR}

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	2026-06-08T01:05:06.908620Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9722e15afe70f2fceb239acd2c7bfa744de5f65388fab1827dd37341ddb4f736

Aliases

arxiv: 2602.04894 · arxiv_version: 2602.04894v4 · doi: 10.48550/arxiv.2602.04894 · pith_short_12: S4ROCWX6ODZP · pith_short_16: S4ROCWX6ODZPZ2ZD · pith_short_8: S4ROCWX6

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/S4ROCWX6ODZPZ2ZDTLGSY672OR \
  | 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: 9722e15afe70f2fceb239acd2c7bfa744de5f65388fab1827dd37341ddb4f736

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3b0bd4650ec7b83d4f9b0b7647c43f7c1e9854cd642b5324bf284c43e6beae99",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-02-02T22:23:36Z",
    "title_canon_sha256": "940263fc7794f3ff7ab3cb3ed01995282855187da4f11f845d2fddbb9882c1db"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.04894",
    "kind": "arxiv",
    "version": 4
  }
}