Pith Number

pith:45PGI5RK

pith:2024:45PGI5RKWICHELCABUOVQDIHEH

not attested not anchored not stored refs pending

Generalization-Enhanced Code Vulnerability Detection via Multi-Task Instruction Fine-Tuning

Bin Ji, Hai Jin, Huijun Liu, Jiahao Zhu, Ming Wen, Xiaohu Du, Xuanhua Shi, Zifan Xie

arxiv:2406.03718 v1 · 2024-06-06 · cs.CR · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{45PGI5RKWICHELCABUOVQDIHEH}

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

3 papers in Pith

Security of LLM-generated Code: A Comparative Analysis

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

VulWeaver: Weaving Broken Semantics for Grounded Vulnerability Detection

Receipt and verification

First computed	2026-07-05T08:28:15.166743Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e75e64762ab204722c400d1d580d0721f02971d69bdb0b9f149bd4f2a420a9cb

Aliases

arxiv: 2406.03718 · arxiv_version: 2406.03718v1 · doi: 10.48550/arxiv.2406.03718 · pith_short_12: 45PGI5RKWICH · pith_short_16: 45PGI5RKWICHELCA · pith_short_8: 45PGI5RK

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/45PGI5RKWICHELCABUOVQDIHEH \
  | 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: e75e64762ab204722c400d1d580d0721f02971d69bdb0b9f149bd4f2a420a9cb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "380c14496cf089c13f46534d65b2af58b47f20434c041b1d918567f8d5905e99",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-06-06T03:29:05Z",
    "title_canon_sha256": "c7e7e01672b3dcde628ced409f43aff4369fd264dfb1ab7d708abdbc02dd4839"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.03718",
    "kind": "arxiv",
    "version": 1
  }
}