Pith Number

pith:QRNUMDT2

pith:2024:QRNUMDT2OL46O6VD2IK6EZJYIB

not attested not anchored not stored refs pending

FUN-AD: Fully Unsupervised Learning for Anomaly Detection with Noisy Training Data

Je Hyeong Hong, Jiin Im, Yongho Son

arxiv:2411.16110 v1 · 2024-11-25 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QRNUMDT2OL46O6VD2IK6EZJYIB}

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

Exploring a Hybrid Deep Learning Approach for Anomaly Detection in Mental Healthcare Provider Billing: Addressing Label Scarcity through Semi-Supervised Anomaly Detection

Receipt and verification

First computed	2026-07-05T09:40:04.286892Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

845b460e7a72f9e77aa3d215e26538407dcf6aca41ad2f1c18339ca0218a03c1

Aliases

arxiv: 2411.16110 · arxiv_version: 2411.16110v1 · doi: 10.48550/arxiv.2411.16110 · pith_short_12: QRNUMDT2OL46 · pith_short_16: QRNUMDT2OL46O6VD · pith_short_8: QRNUMDT2

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/QRNUMDT2OL46O6VD2IK6EZJYIB \
  | 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: 845b460e7a72f9e77aa3d215e26538407dcf6aca41ad2f1c18339ca0218a03c1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c69a588116635a0269b49e4da6044b8e850e2500a1c26fed3a35a42a9485438b",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-25T05:51:38Z",
    "title_canon_sha256": "e41786ba4da83f20f2ede249adbb708031305c0b0ef119767edf9426f384cc91"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.16110",
    "kind": "arxiv",
    "version": 1
  }
}