Pith Number

pith:DOQ5V7XG

pith:2025:DOQ5V7XG24F43RR4DN7GW4QVWH

not attested not anchored not stored refs pending

Mimicking the Familiar: Dynamic Command Generation for Information Theft Attacks in LLM Tool-Learning System

Guowei Yang, Junjie Wang, Mingyang Li, Qing Wang, Yuekai Huang, Zhiyuan Chang, Ziyou Jiang

arxiv:2502.11358 v1 · 2025-02-17 · cs.AI · cs.CR

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\usepackage{pith}
\pithnumber{DOQ5V7XG24F43RR4DN7GW4QVWH}

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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

1 paper in Pith

A Survey on Model Extraction Attacks and Defenses for Large Language Models

Receipt and verification

First computed	2026-07-05T10:15:27.156621Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1ba1dafee6d70bcdc63c1b7e6b7215b1c2b25cdbf5e5d4832b74845448f1bf02

Aliases

arxiv: 2502.11358 · arxiv_version: 2502.11358v1 · doi: 10.48550/arxiv.2502.11358 · pith_short_12: DOQ5V7XG24F4 · pith_short_16: DOQ5V7XG24F43RR4 · pith_short_8: DOQ5V7XG

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/DOQ5V7XG24F43RR4DN7GW4QVWH \
  | 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: 1ba1dafee6d70bcdc63c1b7e6b7215b1c2b25cdbf5e5d4832b74845448f1bf02

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b7e66069ca91ead80a88f3e84ac030f49617d73aaf48fe645661c6188b3ef4ed",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-02-17T02:15:46Z",
    "title_canon_sha256": "7bf360c0c1bc5ee972772188942845fe4425678c8d60389670a0c2643f1bce5c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.11358",
    "kind": "arxiv",
    "version": 1
  }
}