Pith Number

pith:KDVGRKDT

pith:2025:KDVGRKDTHYHWNLOZ4Q4ASUC2DW

not attested not anchored not stored refs pending

LLM-based event log analysis techniques: A survey

Saad Khan, Simon Parkinson, Siraaj Akhtar

arxiv:2502.00677 v1 · 2025-02-02 · 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{KDVGRKDTHYHWNLOZ4Q4ASUC2DW}

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

7 papers in Pith

Benchmarking and Exploring the Capabilities of LLMs for Attack Investigations

LLM4Log: A Systematic Review of Large Language Model-based Log Analysis

KRONE: Scalable LLM-Augmented Log Anomaly Detection via Hierarchical Abstraction

LLM4Log: A Systematic Review of Large Language Model-based Log Analysis

Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations

Receipt and verification

First computed	2026-07-05T10:08:37.019325Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

50ea68a8733e0f66add9e43809505a1db470a9cf3cfc3528fd689501890a017c

Aliases

arxiv: 2502.00677 · arxiv_version: 2502.00677v1 · doi: 10.48550/arxiv.2502.00677 · pith_short_12: KDVGRKDTHYHW · pith_short_16: KDVGRKDTHYHWNLOZ · pith_short_8: KDVGRKDT

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/KDVGRKDTHYHWNLOZ4Q4ASUC2DW \
  | 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: 50ea68a8733e0f66add9e43809505a1db470a9cf3cfc3528fd689501890a017c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "04e1ee29af5b572d5f35a05c5f80f502b01bcb61a39c740b0250e942100f82bc",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-02-02T05:28:17Z",
    "title_canon_sha256": "6d051ffd5c55428a647b9cf45e8bfc9bbf1794796f9a55cb902a5307fd426203"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.00677",
    "kind": "arxiv",
    "version": 1
  }
}