Pith Number

pith:MQWV33WR

pith:2024:MQWV33WRTB6JRD7NPJ4OUUXKEC

not attested not anchored not stored refs pending

Insights and Current Gaps in Open-Source LLM Vulnerability Scanners: A Comparative Analysis

Amit Giloni, Hisashi Kojima, Inderjeet Singh, Jonathan Brokman, Omer Hofman, Oren Rachmil, Rathina Sabapathy Aishvariya Priya, Roman Vainshtein, Vikas Pahuja

arxiv:2410.16527 v3 · 2024-10-21 · cs.CR · 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{MQWV33WRTB6JRD7NPJ4OUUXKEC}

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	2026-07-05T09:36:15.435219Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

642d5deed1987c988fed7a78ea52ea20b0f72ab9b976b51a7d14e0d27659fe86

Aliases

arxiv: 2410.16527 · arxiv_version: 2410.16527v3 · doi: 10.48550/arxiv.2410.16527 · pith_short_12: MQWV33WRTB6J · pith_short_16: MQWV33WRTB6JRD7N · pith_short_8: MQWV33WR

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/MQWV33WRTB6JRD7NPJ4OUUXKEC \
  | 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: 642d5deed1987c988fed7a78ea52ea20b0f72ab9b976b51a7d14e0d27659fe86

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1e06558de7864ba276ec71a774c84ec589ef0ed35f71946fcb800453121cbef1",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-10-21T21:36:03Z",
    "title_canon_sha256": "3eb5cab8620b5fb4f2cf6e5ba227cb7b97b892cfd985e690e62706849572d62f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.16527",
    "kind": "arxiv",
    "version": 3
  }
}