Pith Number

pith:FMBQ4P35

pith:2024:FMBQ4P357AEBLLRE57YPWFRNGY

not attested not anchored not stored refs pending

Can LLMs Serve As Time Series Anomaly Detectors?

Hao Huang, Longbing Cao, Manqing Dong

arxiv:2408.03475 v1 · 2024-08-06 · cs.LG · 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{FMBQ4P357AEBLLRE57YPWFRNGY}

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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

2 papers in Pith

VAN-AD: Visual Masked Autoencoder with Normalizing Flow For Time Series Anomaly Detection

Multi-Agent Collaboration Mechanisms: A Survey of LLMs

Receipt and verification

First computed	2026-07-05T08:52:59.083131Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b030e3f7df80815ae24eff0fb162d361374fd63393900e39345d8e7b3fea75b

Aliases

arxiv: 2408.03475 · arxiv_version: 2408.03475v1 · doi: 10.48550/arxiv.2408.03475 · pith_short_12: FMBQ4P357AEB · pith_short_16: FMBQ4P357AEBLLRE · pith_short_8: FMBQ4P35

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/FMBQ4P357AEBLLRE57YPWFRNGY \
  | 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: 2b030e3f7df80815ae24eff0fb162d361374fd63393900e39345d8e7b3fea75b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "efb914ed868f0f0d4b24d91d9ac1becb44d099ce653577e29ba310a6c248acd4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-06T23:14:39Z",
    "title_canon_sha256": "ee909698ce28366a0e7bac53fc96846c0cc8a5691d967b63ebf29cd5cb790560"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.03475",
    "kind": "arxiv",
    "version": 1
  }
}