Pith Number

pith:FPBH3VH4

pith:2026:FPBH3VH44UGGU3QQE7DQCLUTNB

not attested not anchored not stored refs pending

Rethinking Fraud Safety Evaluation: Multi-Round Attacks Reveal Safety-Utility Tradeoffs in Graph-Context LLM Defenders

Laura Jiang, Nasim Ferdosian, Qian Li, Reza Ryan

arxiv:2605.20759 v1 · 2026-05-20 · 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{FPBH3VH44UGGU3QQE7DQCLUTNB}

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.

Receipt and verification

First computed	2026-05-21T01:04:52.840768Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2bc27dd4fce50c6a6e1027c7012e936863751ef3c806acd6bee2f21a1066deba

Aliases

arxiv: 2605.20759 · arxiv_version: 2605.20759v1 · doi: 10.48550/arxiv.2605.20759 · pith_short_12: FPBH3VH44UGG · pith_short_16: FPBH3VH44UGGU3QQ · pith_short_8: FPBH3VH4

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/FPBH3VH44UGGU3QQE7DQCLUTNB \
  | 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: 2bc27dd4fce50c6a6e1027c7012e936863751ef3c806acd6bee2f21a1066deba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e5ded62b60d4b46e4f0b532081ac38de77f9be50aaccd3b76ba5512adf186a72",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-05-20T05:59:54Z",
    "title_canon_sha256": "e41793898d9c5dda4dd6d483cc6e16dc4d9a1991e5f0fee888c1915c3136b816"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.20759",
    "kind": "arxiv",
    "version": 1
  }
}