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Pith Number

pith:KZYIVWG2

pith:2021:KZYIVWG2CV2322LIGUY7OKSILU
not attested not anchored not stored refs pending

Single Model Deep Learning on Imbalanced Small Datasets for Skin Lesion Classification

Benjamin Kaffenberger, Fan Zhang, Jinyu Xing, Mengjuan Xu, Pengfei Shao, Peng Liu, Peng Yao, Ronald X. Xu, Shuwei Shen

arxiv:2102.01284 v2 · 2021-02-02 · cs.CV · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{KZYIVWG2CV2322LIGUY7OKSILU}

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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.
Receipt and verification
First computed 2026-07-05T03:56:00.666591Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

56708ad8da1575bd69683531f72a485d17db810ae28224ab61aa6582bf888c29

Aliases

arxiv: 2102.01284 · arxiv_version: 2102.01284v2 · doi: 10.48550/arxiv.2102.01284 · pith_short_12: KZYIVWG2CV23 · pith_short_16: KZYIVWG2CV2322LI · pith_short_8: KZYIVWG2
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/KZYIVWG2CV2322LIGUY7OKSILU \
  | 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: 56708ad8da1575bd69683531f72a485d17db810ae28224ab61aa6582bf888c29
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "dd62681568f61d6e8acabcfec506f6ace69dccd67098224fae36a26d7063d755",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2021-02-02T03:48:55Z",
    "title_canon_sha256": "6281a0cd6851bd1101ff1483246445a0caa869e8ecc5fbdc09d928c60eb7e2f5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.01284",
    "kind": "arxiv",
    "version": 2
  }
}