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Pith Number

pith:SANAH7KI

pith:2023:SANAH7KIYL3GYCZ4VCKRRYBSVC
not attested not anchored not stored refs pending

Understanding Calibration of Deep Neural Networks for Medical Image Classification

Abhishek Singh Sambyal, Deepti R. Bathula, Narayanan C. Krishnan, Usma Niyaz

arxiv:2309.13132 v2 · 2023-09-22 · cs.CV

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\usepackage{pith}
\pithnumber{SANAH7KIYL3GYCZ4VCKRRYBSVC}

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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 2026-07-05T07:19:22.627401Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

901a03fd48c2f66c0b3ca89518e032a8916d1d1589b4d4795e81ae1573b99ff7

Aliases

arxiv: 2309.13132 · arxiv_version: 2309.13132v2 · doi: 10.48550/arxiv.2309.13132 · pith_short_12: SANAH7KIYL3G · pith_short_16: SANAH7KIYL3GYCZ4 · pith_short_8: SANAH7KI
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/SANAH7KIYL3GYCZ4VCKRRYBSVC \
  | 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: 901a03fd48c2f66c0b3ca89518e032a8916d1d1589b4d4795e81ae1573b99ff7
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d2b0d08bfaadc65cb7de57c51f5a0e928850f5a2d5cb65938b9387f4c0f5923a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-09-22T18:36:07Z",
    "title_canon_sha256": "03e5eb8863b018395f3b645cc338c04157727d681a9f23e75611db67a1270f97"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.13132",
    "kind": "arxiv",
    "version": 2
  }
}