Pith Number

pith:PE4QEQMI

pith:2024:PE4QEQMIM4U2N34ITACS6C3QTE

not attested not anchored not stored refs pending

Research and application of Transformer based anomaly detection model: A literature review

Chunjie Zhou, Lansheng Han, Mingrui Ma

arxiv:2402.08975 v1 · 2024-02-14 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{PE4QEQMIM4U2N34ITACS6C3QTE}

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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

Out of Distribution Detection in Self-adaptive Robots with AI-powered Digital Twins

Receipt and verification

First computed	2026-07-05T07:45:06.388511Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

79390241886729a6ef8898052f0b709939395e3a3cb543ce981174f173884eaf

Aliases

arxiv: 2402.08975 · arxiv_version: 2402.08975v1 · doi: 10.48550/arxiv.2402.08975 · pith_short_12: PE4QEQMIM4U2 · pith_short_16: PE4QEQMIM4U2N34I · pith_short_8: PE4QEQMI

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/PE4QEQMIM4U2N34ITACS6C3QTE \
  | 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: 79390241886729a6ef8898052f0b709939395e3a3cb543ce981174f173884eaf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b94a6ab781c94ec62311e18176999c6aa65a5a95644fcbf074122216a07a6c7d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-14T06:39:54Z",
    "title_canon_sha256": "96a6b0dfeb420f27d398e050930d8333968dc5d4ae9bfc77492e5704753ed7c3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.08975",
    "kind": "arxiv",
    "version": 1
  }
}