Pith Number

pith:7M56K6IF

pith:2023:7M56K6IFUUEVFM7NWBIRUPGSFZ

not attested not anchored not stored refs pending

LogGPT: Log Anomaly Detection via GPT

Mohamed Trabelsi, Shuhan Yuan, Xiao Han

arxiv:2309.14482 v2 · 2023-09-25 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7M56K6IFUUEVFM7NWBIRUPGSFZ}

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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

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

DP-FlogTinyLLM: Differentially private federated log anomaly detection using Tiny LLMs

Receipt and verification

First computed	2026-07-05T07:22:23.926575Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fb3be57905a50952b3edb0511a3cd22e70e032266d612418f02187e7e72a826a

Aliases

arxiv: 2309.14482 · arxiv_version: 2309.14482v2 · doi: 10.48550/arxiv.2309.14482 · pith_short_12: 7M56K6IFUUEV · pith_short_16: 7M56K6IFUUEVFM7N · pith_short_8: 7M56K6IF

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/7M56K6IFUUEVFM7NWBIRUPGSFZ \
  | 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: fb3be57905a50952b3edb0511a3cd22e70e032266d612418f02187e7e72a826a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e4766e7886048ec5f65f4ce72d9303f47cc4dc407a3e08b405c9377b97acb2d4",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-25T19:29:50Z",
    "title_canon_sha256": "c98bc65bcdefedcd687df1ded4207f0fe36eed115d7dfc8db8cab535ea38f440"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.14482",
    "kind": "arxiv",
    "version": 2
  }
}