Pith Number

pith:GXNBQFCL

pith:2023:GXNBQFCLAECDLP5U3QOSDCGFV6

not attested not anchored not stored refs pending

DefectHunter: A Novel LLM-Driven Boosted-Conformer-based Code Vulnerability Detection Mechanism

Hengli Liu, Jin Wang, Nianyi Yang, Yinhao Xiao, Zishan Huang

arxiv:2309.15324 v1 · 2023-09-27 · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GXNBQFCLAECDLP5U3QOSDCGFV6}

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

JupOtter: Cell-Level Bug Detection in Jupyter Notebooks

Do Fine-Tuned LLMs Understand Vulnerabilities? An Investigation into the Semantic Trap

Receipt and verification

First computed	2026-07-05T06:54:44.150054Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

35da18144b010435bfb4dc1d2188c5af92971e43fa5211845f38fe900c942142

Aliases

arxiv: 2309.15324 · arxiv_version: 2309.15324v1 · doi: 10.48550/arxiv.2309.15324 · pith_short_12: GXNBQFCLAECD · pith_short_16: GXNBQFCLAECDLP5U · pith_short_8: GXNBQFCL

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/GXNBQFCLAECDLP5U3QOSDCGFV6 \
  | 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: 35da18144b010435bfb4dc1d2188c5af92971e43fa5211845f38fe900c942142

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d6a8851b32eda41b0c2e2c6653c56aea88f39942c6d10073c2a925b0871058b9",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-09-27T00:10:29Z",
    "title_canon_sha256": "d16fb507464cdcf9b467a820f0ca641e7d4d48e0f1e8f6c31e7bcbddcca45e97"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.15324",
    "kind": "arxiv",
    "version": 1
  }
}