Pith Number

pith:NFPAZ4A7

pith:2016:NFPAZ4A7VHMZEZFRZFPGQMDVWK

not attested not anchored not stored refs pending

How to Evaluate the Quality of Unsupervised Anomaly Detection Algorithms?

Nicolas Goix (LTCI)

arxiv:1607.01152 v1 · 2016-07-05 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NFPAZ4A7VHMZEZFRZFPGQMDVWK}

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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

2 papers in Pith

Automatic Unsupervised Ensemble Outlier Model Selection--Extended Version

Analyzing Shapley Additive Explanations to Understand Anomaly Detection Algorithm Behaviors and Their Complementarity

Receipt and verification

First computed	2026-05-18T01:11:30.052546Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

695e0cf01fa9d99264b1c95e683075b2b4b7c44aef1b77bddbc8b95f719f2bae

Aliases

arxiv: 1607.01152 · arxiv_version: 1607.01152v1 · doi: 10.48550/arxiv.1607.01152 · pith_short_12: NFPAZ4A7VHMZ · pith_short_16: NFPAZ4A7VHMZEZFR · pith_short_8: NFPAZ4A7

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/NFPAZ4A7VHMZEZFRZFPGQMDVWK \
  | 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: 695e0cf01fa9d99264b1c95e683075b2b4b7c44aef1b77bddbc8b95f719f2bae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "62c52a7e866d83bbcd628a7056346ac6b87a00ed94a8e24b3ede552b03af99eb",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2016-07-05T08:58:44Z",
    "title_canon_sha256": "7c19087cefe3cf31c264dc6b66503c2e6ddd3b94d72ab7645b9324ce5de3ac91"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1607.01152",
    "kind": "arxiv",
    "version": 1
  }
}