Pith Number

pith:LVYSHWFS

pith:2024:LVYSHWFSNO276WNAQ3OQHFZNEN

not attested not anchored not stored refs pending

Large Language Model for Vulnerability Detection: Emerging Results and Future Directions

David Lo, Ting Zhang, Xin Zhou

arxiv:2401.15468 v1 · 2024-01-27 · 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{LVYSHWFSNO276WNAQ3OQHFZNEN}

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.

Cited by

1 paper in Pith

From Theory to Practice: Code Generation Using LLMs for CAPEC and CWE Frameworks

Receipt and verification

First computed	2026-07-05T07:38:16.579047Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5d7123d8b26bb5ff59a086dd03972d235f7cba02abe7c6101f7de575d7416d28

Aliases

arxiv: 2401.15468 · arxiv_version: 2401.15468v1 · doi: 10.48550/arxiv.2401.15468 · pith_short_12: LVYSHWFSNO27 · pith_short_16: LVYSHWFSNO276WNA · pith_short_8: LVYSHWFS

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/LVYSHWFSNO276WNAQ3OQHFZNEN \
  | 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: 5d7123d8b26bb5ff59a086dd03972d235f7cba02abe7c6101f7de575d7416d28

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ab05f13e49737b1472e9fca3c560348e66c0ee99a240b46aeb512b37271a6482",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-01-27T17:39:36Z",
    "title_canon_sha256": "44b2757dc5855e283cb611fe8389a7495b65964d7449a1eda6e9c7437112e16e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.15468",
    "kind": "arxiv",
    "version": 1
  }
}