Pith Number

pith:I65FRKCD

pith:2021:I65FRKCDPPYSOIIYKRKUOKYHUF

not attested not anchored not stored refs pending

Time Series Anomaly Detection with label-free Model Selection

Claudionor Nunes Coelho Jr, Deokwoo Jung, Jake Taylor, Mehrnaz Amjadi, Nandini Ramanan, Sankeerth Rao Karingula

arxiv:2106.07473 v1 · 2021-06-11 · cs.LG

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\usepackage{pith}
\pithnumber{I65FRKCDPPYSOIIYKRKUOKYHUF}

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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

An Unsupervised Anomaly Detection in Electricity Consumption Using Reinforcement Learning and Time Series Forest Based Framework

Receipt and verification

First computed	2026-07-05T02:49:05.550394Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

47ba58a8437bf12721185455472b07a16bfaf6f45014801c8d904cf58ec75f74

Aliases

arxiv: 2106.07473 · arxiv_version: 2106.07473v1 · doi: 10.48550/arxiv.2106.07473 · pith_short_12: I65FRKCDPPYS · pith_short_16: I65FRKCDPPYSOIIY · pith_short_8: I65FRKCD

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/I65FRKCDPPYSOIIYKRKUOKYHUF \
  | 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: 47ba58a8437bf12721185455472b07a16bfaf6f45014801c8d904cf58ec75f74

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ec31c76af100342b82c4c7c66e174b0629985c68003b060e8f8fc6a483075f1a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-11T00:21:06Z",
    "title_canon_sha256": "0af335f5640b0bb9e3cd32c3c8a3c1591452f90db0ca90cc3e2a16993b4ad527"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.07473",
    "kind": "arxiv",
    "version": 1
  }
}