Pith Number

pith:FLPJLYZI

pith:2024:FLPJLYZITJR27BOT6OTHIRSR2O

not attested not anchored not stored refs pending

PenHeal: A Two-Stage LLM Framework for Automated Pentesting and Optimal Remediation

Junjie Huang, Quanyan Zhu

arxiv:2407.17788 v1 · 2024-07-25 · 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{FLPJLYZITJR27BOT6OTHIRSR2O}

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.

Cited by

1 paper in Pith

Measuring and Augmenting Large Language Models for Solving Capture-the-Flag Challenges

Receipt and verification

First computed	2026-07-05T08:48:21.369766Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2ade95e3289a63af85d3f3a6744651d3ab9394a2f8b8d4148fb2f83c18d7a251

Aliases

arxiv: 2407.17788 · arxiv_version: 2407.17788v1 · doi: 10.48550/arxiv.2407.17788 · pith_short_12: FLPJLYZITJR2 · pith_short_16: FLPJLYZITJR27BOT · pith_short_8: FLPJLYZI

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/FLPJLYZITJR27BOT6OTHIRSR2O \
  | 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: 2ade95e3289a63af85d3f3a6744651d3ab9394a2f8b8d4148fb2f83c18d7a251

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a28c9ce2c8057082158e7495f81f38c82625be86e6cf8becdb1b00688be001dd",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-07-25T05:42:14Z",
    "title_canon_sha256": "79273ee4f7568454d38cc305e1e8d6117e06d5557336ff23e733dc85a02b18c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.17788",
    "kind": "arxiv",
    "version": 1
  }
}