Pith Number

pith:HITAN6WK

pith:2024:HITAN6WKVCTH6TZ7JNE2XVL4E5

not attested not anchored not stored refs pending

Large Language Models can Deliver Accurate and Interpretable Time Series Anomaly Detection

Chaoyun Zhang, Chetan Bansal, Dongmei Zhang, Jiaxu Qian, Jun Liu, Minghua Ma, Qingwei Lin, Saravan Rajmohan, Si Qin

arxiv:2405.15370 v1 · 2024-05-24 · cs.CL

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\usepackage{pith}
\pithnumber{HITAN6WKVCTH6TZ7JNE2XVL4E5}

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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

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

Large Language Model-Brained GUI Agents: A Survey

From Time Series Analysis to Question Answering: A Survey in the LLM Era

Time-RA: Towards Time Series Reasoning for Anomaly Diagnosis with LLM Feedback

Receipt and verification

First computed	2026-07-05T08:22:48.620416Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3a2606facaa8a67f4f3f4b49abd57c27461f34d5353a86df4c7503832cb9e2ec

Aliases

arxiv: 2405.15370 · arxiv_version: 2405.15370v1 · doi: 10.48550/arxiv.2405.15370 · pith_short_12: HITAN6WKVCTH · pith_short_16: HITAN6WKVCTH6TZ7 · pith_short_8: HITAN6WK

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/HITAN6WKVCTH6TZ7JNE2XVL4E5 \
  | 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: 3a2606facaa8a67f4f3f4b49abd57c27461f34d5353a86df4c7503832cb9e2ec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "978b4a228fb831b679c58781e228e2567f6511d8ee0f7ecb194772a4a5754a7c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-24T09:07:02Z",
    "title_canon_sha256": "f62f861672cfef55875ad698222ebd63ac39d396d9b7be6e522b98e7684f82a4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.15370",
    "kind": "arxiv",
    "version": 1
  }
}