Pith Number

pith:QKQNZ5JT

pith:2022:QKQNZ5JT6TM6DPBIWHJJH7XF6X

not attested not anchored not stored refs pending

Anomaly detection using data depth: multivariate case

Pavlo Mozharovskyi, Romain Valla

arxiv:2210.02851 v2 · 2022-10-06 · stat.ML · cs.LG · stat.AP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QKQNZ5JT6TM6DPBIWHJJH7XF6X}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Data Depth as a Risk

Receipt and verification

First computed	2026-07-05T08:41:58.140580Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

82a0dcf533f4d9e1bc28b1d293fee5f5c023976fecd9741df172fc8066489765

Aliases

arxiv: 2210.02851 · arxiv_version: 2210.02851v2 · doi: 10.48550/arxiv.2210.02851 · pith_short_12: QKQNZ5JT6TM6 · pith_short_16: QKQNZ5JT6TM6DPBI · pith_short_8: QKQNZ5JT

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/QKQNZ5JT6TM6DPBIWHJJH7XF6X \
  | 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: 82a0dcf533f4d9e1bc28b1d293fee5f5c023976fecd9741df172fc8066489765

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "08c3159a176f5bd1784696b667f612cbe04467ac99727d5433254182a0bd9653",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.AP"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-10-06T12:14:25Z",
    "title_canon_sha256": "b8dceb4347251725c13fd736e3dc5794a7e108efa8b43505842771b5345565e8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.02851",
    "kind": "arxiv",
    "version": 2
  }
}