Pith. sign in
Pith Number

pith:JYQP6YP3

pith:2022:JYQP6YP3XY4LQCPE5ABP4PJRXQ
not attested not anchored not stored refs pending

Learning from Multiple Expert Annotators for Enhancing Anomaly Detection in Medical Image Analysis

Ha Q. Nguyen, Hieu H. Pham, Hieu T. Nguyen, Khiem H. Le, Tuan V. Tran, Tung T. Le

arxiv:2203.10611 v1 · 2022-03-20 · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{JYQP6YP3XY4LQCPE5ABP4PJRXQ}

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 2026-07-05T04:06:55.064332Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

4e20ff61fbbe38b809e4e802fe3d31bc1619ef863da7a8f52c3ddba114a22b0a

Aliases

arxiv: 2203.10611 · arxiv_version: 2203.10611v1 · doi: 10.48550/arxiv.2203.10611 · pith_short_12: JYQP6YP3XY4L · pith_short_16: JYQP6YP3XY4LQCPE · pith_short_8: JYQP6YP3
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/JYQP6YP3XY4LQCPE5ABP4PJRXQ \
  | 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: 4e20ff61fbbe38b809e4e802fe3d31bc1619ef863da7a8f52c3ddba114a22b0a
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "85bfcf379521e5647ad7e881fb203f179e45b2d2ddb1ac5575a1cdfac7b5fc36",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-03-20T17:57:26Z",
    "title_canon_sha256": "cbf09507efa84ead864cb5b079c5e7df531aa03fae265879f39d2a24904ae975"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.10611",
    "kind": "arxiv",
    "version": 1
  }
}