Pith Number

pith:JSEKVQ25

pith:2022:JSEKVQ25MXDQ2BI5KNSEBDKMXA

not attested not anchored not stored refs pending

A Causal Approach to Detecting Multivariate Time-series Anomalies and Root Causes

Kun Zhang, Steven C.H. Hoi, Wenzhuo Yang

arxiv:2206.15033 v2 · 2022-06-30 · cs.LG · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JSEKVQ25MXDQ2BI5KNSEBDKMXA}

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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

1 paper in Pith

Open Challenges in Time Series Anomaly Detection: An Industry Perspective

Receipt and verification

First computed	2026-07-05T05:01:51.120695Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4c88aac35d65c70d051d5364408d4cb8347f9024fbbd0a9819907f43016ae28c

Aliases

arxiv: 2206.15033 · arxiv_version: 2206.15033v2 · doi: 10.48550/arxiv.2206.15033 · pith_short_12: JSEKVQ25MXDQ · pith_short_16: JSEKVQ25MXDQ2BI5 · pith_short_8: JSEKVQ25

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/JSEKVQ25MXDQ2BI5KNSEBDKMXA \
  | 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: 4c88aac35d65c70d051d5364408d4cb8347f9024fbbd0a9819907f43016ae28c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "af2f0a1415b317163d4281c1f2a8d9149b19e0bb0ba5a424c1fcf4993ed6bdaa",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-30T06:00:13Z",
    "title_canon_sha256": "7715d6922e7a073f06d86e089b7d6f2db6eb9d365bd1af0cb922cb3ac5e57861"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.15033",
    "kind": "arxiv",
    "version": 2
  }
}