Pith Number

pith:YS3KCQVR

pith:2024:YS3KCQVRGOKIJ4447W37HTXGDA

not attested not anchored not stored refs pending

Can LLMs Understand Time Series Anomalies?

Rose Yu, Zihao Zhou

arxiv:2410.05440 v3 · 2024-10-07 · 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{YS3KCQVRGOKIJ4447W37HTXGDA}

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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

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	2026-07-05T10:29:24.318639Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c4b6a142b1339484f39cfdb7f3cee6183061594ea03c8853b37ed11d46e64e55

Aliases

arxiv: 2410.05440 · arxiv_version: 2410.05440v3 · doi: 10.48550/arxiv.2410.05440 · pith_short_12: YS3KCQVRGOKI · pith_short_16: YS3KCQVRGOKIJ444 · pith_short_8: YS3KCQVR

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/YS3KCQVRGOKIJ4447W37HTXGDA \
  | 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: c4b6a142b1339484f39cfdb7f3cee6183061594ea03c8853b37ed11d46e64e55

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1fc0f93bda7bf387c0887636f2b7a559248ee74c76cfa1512362de5f4e399a0a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-07T19:16:02Z",
    "title_canon_sha256": "4bb04341157033f062868e981631f4513f2b36f625c94a3e3b7fbd9b1241662e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.05440",
    "kind": "arxiv",
    "version": 3
  }
}