Pith. sign in
Pith Number

pith:TLUHDFUO

pith:2025:TLUHDFUOI5FHFNDNDNUDCPGCN5
not attested not anchored not stored refs pending

Smart-LLaMA-DPO: Reinforced Large Language Model for Explainable Smart Contract Vulnerability Detection

Chenjie Shen, Chun Zuo, Fengjun Zhang, Hang Yuan, Jiajia Ma, Jingyuan Zhang, Junyi Lu, Lei Yu, Li Yang, Shiqi Cheng, Zhirong Huang

arxiv:2506.18245 v1 · 2025-06-23 · cs.CR · cs.AI · cs.SE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{TLUHDFUOI5FHFNDNDNUDCPGCN5}

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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.
Receipt and verification
First computed 2026-07-05T11:25:31.386740Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

9ae871968e474a72b46d1b68313cc26f51da036e0db157e2cc0f4e3a7727208f

Aliases

arxiv: 2506.18245 · arxiv_version: 2506.18245v1 · doi: 10.48550/arxiv.2506.18245 · pith_short_12: TLUHDFUOI5FH · pith_short_16: TLUHDFUOI5FHFNDN · pith_short_8: TLUHDFUO
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/TLUHDFUOI5FHFNDNDNUDCPGCN5 \
  | 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: 9ae871968e474a72b46d1b68313cc26f51da036e0db157e2cc0f4e3a7727208f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "82f898b5dfd1b11d2be2d5894121a08582d802a7afe56624dbf6a626d384d415",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-06-23T02:24:07Z",
    "title_canon_sha256": "9a688a461f78ea9c2568e7185c1edb8aa8885cc4aef46cb522f2e5d8b50ffad0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.18245",
    "kind": "arxiv",
    "version": 1
  }
}