Pith Number

pith:VN7AB2DA

pith:2025:VN7AB2DATK2ZZBYIEJNLXO3RPV

not attested not anchored not stored refs pending

Large Language Models for Security Operations Centers: A Comprehensive Survey

Ali Habibzadeh, Farid Feyzi, Reza Ebrahimi Atani

arxiv:2509.10858 v2 · 2025-09-13 · cs.CR · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VN7AB2DATK2ZZBYIEJNLXO3RPV}

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

3 papers in Pith

Decomposing Memorization Reduction in Privacy-Preserving Fine-Tuning of SLMs for CSIRTs

AI-Driven Security Alert Screening and Alert Fatigue Mitigation in Security Operations Centers: A Comprehensive Survey

Strengthening Human-Centric Chain-of-Thought Reasoning Integrity in LLMs via a Structured Prompt Framework

Receipt and verification

First computed	2026-06-30T00:15:07.781087Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ab7e00e8609ab59c8708225abbbb717d6666139a589920e2a5a6950b4022d41a

Aliases

arxiv: 2509.10858 · arxiv_version: 2509.10858v2 · doi: 10.48550/arxiv.2509.10858 · pith_short_12: VN7AB2DATK2Z · pith_short_16: VN7AB2DATK2ZZBYI · pith_short_8: VN7AB2DA

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/VN7AB2DATK2ZZBYIEJNLXO3RPV \
  | 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: ab7e00e8609ab59c8708225abbbb717d6666139a589920e2a5a6950b4022d41a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3fafc44c871408332507e66fa9d45f1a12ef0597bb57111e7cb09be8ebd7bd1b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-09-13T15:27:50Z",
    "title_canon_sha256": "042432d1e2fd422e2aed119afd7c2a0e4e2905a1ae4c83ce6acacd3ebefa4049"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.10858",
    "kind": "arxiv",
    "version": 2
  }
}