Pith Number

pith:AEUGGJSB

pith:2024:AEUGGJSBBMQ76TR2ZQCDWMDGF6

not attested not anchored not stored refs pending

Smart-LLaMA: Two-Stage Post-Training of Large Language Models for Smart Contract Vulnerability Detection and Explanation

Chenjie Shen, Fengjun Zhang, Hang Yuan, Jiajia Ma, Jingyuan Zhang, Lei Yu, Li Yang, Peng Wang, Shiqi Chen, Zhirong Huang

arxiv:2411.06221 v1 · 2024-11-09 · cs.CR · cs.AI · cs.SE

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\usepackage{pith}
\pithnumber{AEUGGJSBBMQ76TR2ZQCDWMDGF6}

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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

3 papers in Pith

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

BashCoder-R1: Towards Robust and Explainable Bash Code Generation with Robustness-Aware Group Relative Policy Optimization

Bash-Commenter: Leveraging Syntax-Aware Preference Optimization to Reinforce Large Language Model for Bash Code Comment Generation

Receipt and verification

First computed	2026-07-05T09:33:43.102470Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

01286326410b21ff4e3acc043b30662f92dc4334faebd3da198537ccad7b1b40

Aliases

arxiv: 2411.06221 · arxiv_version: 2411.06221v1 · doi: 10.48550/arxiv.2411.06221 · pith_short_12: AEUGGJSBBMQ7 · pith_short_16: AEUGGJSBBMQ76TR2 · pith_short_8: AEUGGJSB

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/AEUGGJSBBMQ76TR2ZQCDWMDGF6 \
  | 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: 01286326410b21ff4e3acc043b30662f92dc4334faebd3da198537ccad7b1b40

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f16b75c41dbefa47f3fa72e33cdd045e6d2132b0cf939d364fa011f5cf2effb0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-11-09T15:49:42Z",
    "title_canon_sha256": "571d4d48f7411446d047b967415da262849223b1feec28ad619d8e5d360f84c4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.06221",
    "kind": "arxiv",
    "version": 1
  }
}