Pith Number

pith:S2NAK5KK

pith:2026:S2NAK5KK2VPGFHFTWINITRZSWJ

not attested not anchored not stored refs pending

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense

Ahmad Mohsin, Ahmed Ibrahim, Diksha Goel, Gang Li, Guangsheng Yu, Helge Janicke, Kristen Moore, Minjune Kim, Qin Wang, Zhen Wang

arxiv:2606.21059 v1 · 2026-06-19 · 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{S2NAK5KK2VPGFHFTWINITRZSWJ}

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	2026-06-23T01:12:28.560926Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

969a05754ad55e629cb3b21a89c732b27643764d18a24940f38486f58d239df7

Aliases

arxiv: 2606.21059 · arxiv_version: 2606.21059v1 · doi: 10.48550/arxiv.2606.21059 · pith_short_12: S2NAK5KK2VPG · pith_short_16: S2NAK5KK2VPGFHFT · pith_short_8: S2NAK5KK

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/S2NAK5KK2VPGFHFTWINITRZSWJ \
  | 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: 969a05754ad55e629cb3b21a89c732b27643764d18a24940f38486f58d239df7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4ee28115285a32df070b799dab16f5027e4e7606de28e85d7e7b72a519b8fadf",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-06-19T03:10:01Z",
    "title_canon_sha256": "e39e59466434ebc2c1a6c69142248a5675d351e4c6bae179231d343350b44aec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.21059",
    "kind": "arxiv",
    "version": 1
  }
}