Pith Number

pith:CUZYKT7Q

pith:2021:CUZYKT7Q43F4BTHPENZE5LBPQQ

not attested not anchored not stored refs pending

Learning Graph Structures with Transformer for Multivariate Time Series Anomaly Detection in IoT

Dingshuo Chen, Xiao Zhang, Xiuzhen Cheng, Zekai Chen, Zixuan Yuan

arxiv:2104.03466 v3 · 2021-04-08 · cs.LG · cs.CR · cs.SY · eess.SY

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CUZYKT7Q43F4BTHPENZE5LBPQQ}

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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

PhaseNet++: Phase-Aware Frequency-Domain Anomaly Detection for Industrial Control Systems via Phase Coherence Graphs

Receipt and verification

First computed	2026-07-05T03:48:40.629340Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1533854ff0e6cbc0ccef23724eac2f842da00a238e5296b3a359c12ee0b7bf2b

Aliases

arxiv: 2104.03466 · arxiv_version: 2104.03466v3 · doi: 10.48550/arxiv.2104.03466 · pith_short_12: CUZYKT7Q43F4 · pith_short_16: CUZYKT7Q43F4BTHP · pith_short_8: CUZYKT7Q

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/CUZYKT7Q43F4BTHPENZE5LBPQQ \
  | 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: 1533854ff0e6cbc0ccef23724eac2f842da00a238e5296b3a359c12ee0b7bf2b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "60f7ca35eabb140b2522a2b83af1fa1c4568eff49f445604357789709083bcc6",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-04-08T01:45:28Z",
    "title_canon_sha256": "432fd5c1918b6ca3c98d6d20959fa1c3fed8aa51d4259c806321f559c2e6e5b6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.03466",
    "kind": "arxiv",
    "version": 3
  }
}