Pith Number

pith:JFMCL4L2

pith:2025:JFMCL4L2CTEZBDY4NYX75I4XQO

not attested not anchored not stored refs pending

Everything You Wanted to Know About LLM-based Vulnerability Detection But Were Afraid to Ask

Fengyuan Xu, Hao Wu, Minghui Xu, Sheng Zhong, Xiao Li, Xiuzhen Cheng, Yue Li, Yue Zhang

arxiv:2504.13474 v1 · 2025-04-18 · 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{JFMCL4L2CTEZBDY4NYX75I4XQO}

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

5 papers in Pith

Antaeus: Hunting Repository-Level Logic Vulnerabilities via Context-Grounded LLM Reasoning

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

FuzzingBrain V2: A Multi-Agent LLM System for Automated Vulnerability Discovery and Reproduction

Three Heads Are Better Than One: A Multi-perspective Reasoning Framework for Enhanced Vulnerability Detection

Teaching LLMs Program Semantics via Symbolic Execution Traces

Receipt and verification

First computed	2026-07-05T10:50:55.920507Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

495825f17a14c9908f1c6e2ffea3978391b2e1fb8a4d346d78eb75cc403a120a

Aliases

arxiv: 2504.13474 · arxiv_version: 2504.13474v1 · doi: 10.48550/arxiv.2504.13474 · pith_short_12: JFMCL4L2CTEZ · pith_short_16: JFMCL4L2CTEZBDY4 · pith_short_8: JFMCL4L2

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/JFMCL4L2CTEZBDY4NYX75I4XQO \
  | 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: 495825f17a14c9908f1c6e2ffea3978391b2e1fb8a4d346d78eb75cc403a120a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6a4f21079aec7900b13f7b90fe3831fff30686237a83cba84f89c15a5931cb73",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-04-18T05:32:47Z",
    "title_canon_sha256": "bcc99616dbffc5d2d197226afc13d2a141a033c4e35cc1e86ecec64ec7656635"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.13474",
    "kind": "arxiv",
    "version": 1
  }
}