Pith Number

pith:NGVGQZ7E

pith:2024:NGVGQZ7ERNIVRBMPPXRGOHGVJO

not attested not anchored not stored refs pending

Security Vulnerability Detection with Multitask Self-Instructed Fine-Tuning of Large Language Models

Aidan Z.H. Yang, Claire Le Goues, Haoye Tian, He Ye, Ruben Martins

arxiv:2406.05892 v1 · 2024-06-09 · cs.CR · cs.LG · 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{NGVGQZ7ERNIVRBMPPXRGOHGVJO}

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

4 papers in Pith

DCVD: Dual-Channel Cross-Modal Fusion for Joint Vulnerability Detection and Localization

PLMGH: What Matters in PLM-GNN Hybrids for Code Classification and Vulnerability Detection

VulWeaver: Weaving Broken Semantics for Grounded Vulnerability Detection

SAGE: Signal-Amplified Guided Embeddings for LLM-based Vulnerability Detection

Receipt and verification

First computed	2026-07-05T08:29:34.990611Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

69aa6867e48b5158858f7de2671cd54b98e24766c65c822609f8af5248583f23

Aliases

arxiv: 2406.05892 · arxiv_version: 2406.05892v1 · doi: 10.48550/arxiv.2406.05892 · pith_short_12: NGVGQZ7ERNIV · pith_short_16: NGVGQZ7ERNIVRBMP · pith_short_8: NGVGQZ7E

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/NGVGQZ7ERNIVRBMPPXRGOHGVJO \
  | 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: 69aa6867e48b5158858f7de2671cd54b98e24766c65c822609f8af5248583f23

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7155d7bbcabf68962e704e9791add5a4a3617e7d975e7ef67cdc551513ac6f5b",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-06-09T19:18:05Z",
    "title_canon_sha256": "9d3092a1986497041f96a87377e7b7647d4bab6884d21d6f1ef44992131901ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.05892",
    "kind": "arxiv",
    "version": 1
  }
}