Pith Number

pith:JXJSDB2Y

pith:2025:JXJSDB2YXLBA5MDM4JDDBIH5IQ

not attested not anchored not stored refs pending

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

Samirah Bakker, Seyed Sahand Mohammadi Ziabari, Yao Ma

arxiv:2507.01924 v1 · 2025-07-02 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JXJSDB2YXLBA5MDM4JDDBIH5IQ}

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.

Receipt and verification

First computed	2026-07-05T11:30:58.296989Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4dd3218758bac20eb06ce24630a0fd4407538ade0c834aa2559049a693da344e

Aliases

arxiv: 2507.01924 · arxiv_version: 2507.01924v1 · doi: 10.48550/arxiv.2507.01924 · pith_short_12: JXJSDB2YXLBA · pith_short_16: JXJSDB2YXLBA5MDM · pith_short_8: JXJSDB2Y

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/JXJSDB2YXLBA5MDM4JDDBIH5IQ \
  | 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: 4dd3218758bac20eb06ce24630a0fd4407538ade0c834aa2559049a693da344e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8db385e6547b4e0062b76e5cca4b75c6c09e654bd9048179eb89d63b54a5a24d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-02T17:33:47Z",
    "title_canon_sha256": "e61ee6588a2f5653fde43b51a07d704cdfc9b994ed297e272071bb0d4e693236"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.01924",
    "kind": "arxiv",
    "version": 1
  }
}