Pith Number

pith:HXISP2B2

pith:2021:HXISP2B2WI2FISJO7KOXSNY725

not attested not anchored not stored refs pending

Anomaly Detection using Principles of Human Perception

Nassir Mohammad

arxiv:2103.12323 v4 · 2021-03-23 · cs.CR · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HXISP2B2WI2FISJO7KOXSNY725}

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

Seed-Guided Semi-Supervised Clustering by A-Contrario Anomaly Detection

Receipt and verification

First computed	2026-07-05T04:22:50.400359Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3dd127e83ab23454492efa9d79371fd76e0027bf89eb99220721f0c9578076f0

Aliases

arxiv: 2103.12323 · arxiv_version: 2103.12323v4 · doi: 10.48550/arxiv.2103.12323 · pith_short_12: HXISP2B2WI2F · pith_short_16: HXISP2B2WI2FISJO · pith_short_8: HXISP2B2

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/HXISP2B2WI2FISJO7KOXSNY725 \
  | 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: 3dd127e83ab23454492efa9d79371fd76e0027bf89eb99220721f0c9578076f0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4ff8fafe43e05b73cade46dbcfa261d40a228a77b83e6980ce2f6e5cbda65fa7",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2021-03-23T05:46:27Z",
    "title_canon_sha256": "312e0fc217039ca9694aa0f95026111a6ad80129892f641907fa35a46d53ae4b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.12323",
    "kind": "arxiv",
    "version": 4
  }
}