Pith Number

pith:K4ON45AV

pith:2021:K4ON45AVXF4FXQACX5DKJVL7XI

not attested not anchored not stored refs pending

Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy

Haixu Wu, Jianmin Wang, Jiehui Xu, Mingsheng Long

arxiv:2110.02642 v5 · 2021-10-06 · cs.LG

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\usepackage{pith}
\pithnumber{K4ON45AVXF4FXQACX5DKJVL7XI}

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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

17 papers in Pith

Onnes: A Physics-Grounded Multi-Agent LLM Simulator for Cryogenic Fault Diagnosis in Quantum Computing Infrastructure

Zeus: Towards Tuning-Free Foundation Model for Time Series Analysis

Fast and Accurate Anomaly Detection in Time Series

Detecting the Undetectable: Enhancing Unsupervised time series Anomaly Detection via Active Learning

Disjoint or Overlapping? Inference Windowing for Reconstruction-Based Time Series Anomaly Detection

Receipt and verification

First computed	2026-07-05T04:35:57.066160Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

571cde7415b9785bc002bf46a4d57fba1b41d2daf38cfe74d1c462f4f8b36669

Aliases

arxiv: 2110.02642 · arxiv_version: 2110.02642v5 · doi: 10.48550/arxiv.2110.02642 · pith_short_12: K4ON45AVXF4F · pith_short_16: K4ON45AVXF4FXQAC · pith_short_8: K4ON45AV

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/K4ON45AVXF4FXQACX5DKJVL7XI \
  | 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: 571cde7415b9785bc002bf46a4d57fba1b41d2daf38cfe74d1c462f4f8b36669

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8950823f41a2e56f86f79ef4ea95fe88e51fa2d8af1d6236ddc7eed5322e2e4e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-06T10:33:55Z",
    "title_canon_sha256": "f721027a833aee3bbe2837323f87c68fa0b0e6e85c392b1e9aa0dec62eaa7db0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.02642",
    "kind": "arxiv",
    "version": 5
  }
}