Pith Number

pith:CZBRSMDZ

pith:2025:CZBRSMDZVKFBZLKCVQ5ERBNID4

not attested not anchored not stored refs pending

Large Language Models are Autonomous Cyber Defenders

Alvaro A. Cardenas, Jiaqi Duan, Nancy Lau, Octavio Villalobos, Roberto Campbell, Sebasti\'an R. Castro

arxiv:2505.04843 v2 · 2025-05-07 · cs.AI · 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{CZBRSMDZVKFBZLKCVQ5ERBNID4}

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

FORGE: Self-Evolving Agent Memory With No Weight Updates via Population Broadcast

Receipt and verification

First computed	2026-07-05T11:39:53.728040Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1643193079aa8a1cad42ac3a4885a81f1f3b9ce158d76ff529df78af161bfe00

Aliases

arxiv: 2505.04843 · arxiv_version: 2505.04843v2 · doi: 10.48550/arxiv.2505.04843 · pith_short_12: CZBRSMDZVKFB · pith_short_16: CZBRSMDZVKFBZLKC · pith_short_8: CZBRSMDZ

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/CZBRSMDZVKFBZLKCVQ5ERBNID4 \
  | 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: 1643193079aa8a1cad42ac3a4885a81f1f3b9ce158d76ff529df78af161bfe00

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ef6de6737630156d8325f16b06f470a88abd00f5af60bc5545982136b544afec",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-07T22:42:37Z",
    "title_canon_sha256": "3ea579db07a766c40cdf8aaf2c6df7d1c4fce064b36e4932a50c213cf3ac6cd9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.04843",
    "kind": "arxiv",
    "version": 2
  }
}