Pith Number

pith:TTKRCEJH

pith:2024:TTKRCEJHTSVKMDRXGUIXI3NGLG

not attested not anchored not stored refs pending

Large Language Model for Vulnerability Detection and Repair: Literature Review and the Road Ahead

David Lo, Sicong Cao, Xiaobing Sun, Xin Zhou

arxiv:2404.02525 v3 · 2024-04-03 · 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{TTKRCEJHTSVKMDRXGUIXI3NGLG}

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

2 papers in Pith

Direction for Detection: A Survey of Automated Vulnerability Detection and all of its Pain Points

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

Receipt and verification

First computed	2026-07-05T09:16:47.799649Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9cd51111279caaa60e373511746da659a60f62d5db6f1db080c7bcf95eb08b99

Aliases

arxiv: 2404.02525 · arxiv_version: 2404.02525v3 · doi: 10.48550/arxiv.2404.02525 · pith_short_12: TTKRCEJHTSVK · pith_short_16: TTKRCEJHTSVKMDRX · pith_short_8: TTKRCEJH

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/TTKRCEJHTSVKMDRXGUIXI3NGLG \
  | 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: 9cd51111279caaa60e373511746da659a60f62d5db6f1db080c7bcf95eb08b99

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7e4d961a02e5a0e01cb4f98243c59628c97b6120ac1c06454980d7b7305139b6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-04-03T07:27:33Z",
    "title_canon_sha256": "cd588d95dc80bac8a872efaadc077f058968568e09e36401b0b67163c8c7e2ba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.02525",
    "kind": "arxiv",
    "version": 3
  }
}