Pith Number

pith:WCGXQRRU

pith:2024:WCGXQRRUQMOC7VW3MQDASUASBO

not attested not anchored not stored refs pending

Combining Fine-Tuning and LLM-based Agents for Intuitive Smart Contract Auditing with Justifications

Daoyuan Wu, Jian Zhang, Shangqing Liu, Tianwen Wang, Wei Ma, Yang Liu, Yue Xue, Yuqiang Sun

arxiv:2403.16073 v3 · 2024-03-24 · 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{WCGXQRRUQMOC7VW3MQDASUASBO}

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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

6 papers in Pith

Decoupled Smart Contract Audits: Lightweight LLM Framework via Distillation and Aggregation

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

LLM-Powered Detection of Price Manipulation in DeFi

Zero-Shot Vulnerability Detection in Low-Resource Smart Contracts Through Solidity-Only Training

Capturing Monetarily Exploitable Vulnerability in Smart Contracts via Auditor Knowledge-Learning Fuzzing

Receipt and verification

First computed	2026-07-05T09:06:58.466561Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b08d784634831c2fd6db64060950120bb593926c0d985a077bc231b0181e885e

Aliases

arxiv: 2403.16073 · arxiv_version: 2403.16073v3 · doi: 10.48550/arxiv.2403.16073 · pith_short_12: WCGXQRRUQMOC · pith_short_16: WCGXQRRUQMOC7VW3 · pith_short_8: WCGXQRRU

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/WCGXQRRUQMOC7VW3MQDASUASBO \
  | 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: b08d784634831c2fd6db64060950120bb593926c0d985a077bc231b0181e885e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3016a62257172659f9d97e972d0037efbe20044a7c98c89cdcd3284c6e0acec9",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-03-24T09:26:53Z",
    "title_canon_sha256": "591c793a1f70191d9fb286db6d21910a267ac3a6b812efc472a0675aecd5a7b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.16073",
    "kind": "arxiv",
    "version": 3
  }
}