Pith Number

pith:BLT576ZG

pith:2024:BLT576ZGZOLKPAO2A2OZVDI34F

not attested not anchored not stored refs pending

Large language models can be zero-shot anomaly detectors for time series?

Kalyan Veeramachaneni, Laure Berti-Equille, Linh Nguyen, Sarah Alnegheimish

arxiv:2405.14755 v3 · 2024-05-23 · cs.LG

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\usepackage{pith}
\pithnumber{BLT576ZGZOLKPAO2A2OZVDI34F}

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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

3 papers in Pith

Large Language Models in Process Systems Engineering: Opportunities, Architectures, and Industrial Deployment Challenges

IstGPT: LLM-based Anomaly Detection for Spatial-Temporal Graph in Industrial Systems

Detecting Time Series Anomalies Like an Expert: A Multi-Agent LLM Framework with Specialized Analyzers

Receipt and verification

First computed	2026-07-05T09:29:28.842761Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0ae7dffb26cb96a781da069d9a8d1be142edd6513f2838bda6f7e21045d6a90a

Aliases

arxiv: 2405.14755 · arxiv_version: 2405.14755v3 · doi: 10.48550/arxiv.2405.14755 · pith_short_12: BLT576ZGZOLK · pith_short_16: BLT576ZGZOLKPAO2 · pith_short_8: BLT576ZG

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/BLT576ZGZOLKPAO2A2OZVDI34F \
  | 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: 0ae7dffb26cb96a781da069d9a8d1be142edd6513f2838bda6f7e21045d6a90a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "01cdbe151b834d47b099b3ac1fb29c51f16511a995d600c8c1db5843426d00a7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-23T16:21:57Z",
    "title_canon_sha256": "f28f75ccca9e88ac0d505d36b2bf531791a0fbb8a76bcb98405e630bf822789b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.14755",
    "kind": "arxiv",
    "version": 3
  }
}