Pith Number

pith:SXH72I4Q

pith:2025:SXH72I4QHFDRMPZCGMFPLUOJIG

not attested not anchored not stored refs pending

Toward Cybersecurity-Expert Small Language Models

Ariel Blobstein, Daniel Ohayon, Ian Molloy, Matan Levi, Ravid Sagi, Yair Allouche

arxiv:2510.14113 v2 · 2025-10-15 · cs.CL · 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{SXH72I4QHFDRMPZCGMFPLUOJIG}

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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

4 papers in Pith

Cybersecurity AI (CAI) Dataset

A Red Teaming Framework for Evaluating Robustness of AI-enabled Security Orchestration, Automation, and Response Systems

Minerva: Reinforcement Learning with Verifiable Rewards for Cyber Threat Intelligence LLMs

Dynamic Cyber Ranges

Receipt and verification

First computed	2026-07-02T01:18:04.889650Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

95cffd23903947163f22330af5d1c941b5640b39285d1c95119b085f32e3b056

Aliases

arxiv: 2510.14113 · arxiv_version: 2510.14113v2 · doi: 10.48550/arxiv.2510.14113 · pith_short_12: SXH72I4QHFDR · pith_short_16: SXH72I4QHFDRMPZC · pith_short_8: SXH72I4Q

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/SXH72I4QHFDRMPZCGMFPLUOJIG \
  | 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: 95cffd23903947163f22330af5d1c941b5640b39285d1c95119b085f32e3b056

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "890943b2d0888ac8b32427e31ff1a1a1658a865e4c385734d07ea34bd04d5106",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-10-15T21:34:58Z",
    "title_canon_sha256": "b60fd95a4e8881bf875b37a24b2b5e5ae7af0eb40c54c1c0ce18d54a322c78f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.14113",
    "kind": "arxiv",
    "version": 2
  }
}