Pith Number

pith:7OVQGL55

pith:2021:7OVQGL55HQOBA6MCJACYIBAJVG

not attested not anchored not stored refs pending

Graph Neural Network-Based Anomaly Detection in Multivariate Time Series

Ailin Deng, Bryan Hooi

arxiv:2106.06947 v1 · 2021-06-13 · 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{7OVQGL55HQOBA6MCJACYIBAJVG}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Modeling Normal Is All You Need: Joint Latent Clustering for Anomaly Detection in Multimodal Cyber-Physical Systems

ECoLAD: Selecting Anomaly Detectors for Automotive Deployment via Compute-Reduction Evaluation

Receipt and verification

First computed	2026-07-05T02:48:42.877282Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fbab032fbd3c1c1079824805840409a9956e1263207cb3090f004d490e6c881d

Aliases

arxiv: 2106.06947 · arxiv_version: 2106.06947v1 · doi: 10.48550/arxiv.2106.06947 · pith_short_12: 7OVQGL55HQOB · pith_short_16: 7OVQGL55HQOBA6MC · pith_short_8: 7OVQGL55

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/7OVQGL55HQOBA6MCJACYIBAJVG \
  | 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: fbab032fbd3c1c1079824805840409a9956e1263207cb3090f004d490e6c881d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "11e60a7d3272bf4dcb52c9fa2568404263a66f05878e1f3dbd9c3373d85b8fe6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-13T09:07:30Z",
    "title_canon_sha256": "6ab59a1291786debfda265f1206bdd2033a3472b1b3aeb8aa6399dcfbf4c35dc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.06947",
    "kind": "arxiv",
    "version": 1
  }
}