Pith Number

pith:76AE5XY2

pith:2022:76AE5XY2W4ITNSLP5HZMSVD72D

not attested not anchored not stored refs pending

TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data

Giuliano Casale, Nicholas R. Jennings, Shreshth Tuli

arxiv:2201.07284 v6 · 2022-01-18 · cs.LG

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\usepackage{pith}
\pithnumber{76AE5XY2W4ITNSLP5HZMSVD72D}

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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

5 papers in Pith

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

Modeling Spectral Energy Shifts in Spatio-Temporal Graph Anomaly Detection

ECoLAD: Deployment-Oriented Evaluation for Automotive Time-Series Anomaly Detection

Learning Unified Representations of Normalcy for Time Series Anomaly Detection

Causally-Constrained Probabilistic Forecasting for Time-Series Anomaly Detection

Receipt and verification

First computed	2026-07-05T04:23:06.871605Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ff804edf1ab71136c96fe9f2c9547fd0ea08ce8e2b48fea98586530cca8c9505

Aliases

arxiv: 2201.07284 · arxiv_version: 2201.07284v6 · doi: 10.48550/arxiv.2201.07284 · pith_short_12: 76AE5XY2W4IT · pith_short_16: 76AE5XY2W4ITNSLP · pith_short_8: 76AE5XY2

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/76AE5XY2W4ITNSLP5HZMSVD72D \
  | 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: ff804edf1ab71136c96fe9f2c9547fd0ea08ce8e2b48fea98586530cca8c9505

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "93cc09c102bf84d38d7c06fa06636f6e61e8d6c7ad1b973756adab81c7793006",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-01-18T19:41:29Z",
    "title_canon_sha256": "cb7fbfa8584fd509f6c998526500539046b896145b9905319bca97df7cf7d6f5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.07284",
    "kind": "arxiv",
    "version": 6
  }
}