Pith Number

pith:XK3GIQ35

pith:2022:XK3GIQ35RFSX4QUTQNAIHAJW24

not attested not anchored not stored refs pending

Improving the repeatability of deep learning models with Monte Carlo dropout

Ana Cecilia Rodriguez, Andreanne Lemay, Brian Befano, Christopher P. Bridge, Diden Egemen, Jayashree Kalpathy-Cramer, John Peter Campbell, Katharina Hoebel, Mark Schiffman, Silvia de Sanjos\'e

arxiv:2202.07562 v1 · 2022-02-15 · eess.IV · 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{XK3GIQ35RFSX4QUTQNAIHAJW24}

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	2026-07-05T03:57:01.314414Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bab664437d89657e42938340838136d734bbd384a27391b867b8f7c1f0d77dd6

Aliases

arxiv: 2202.07562 · arxiv_version: 2202.07562v1 · doi: 10.48550/arxiv.2202.07562 · pith_short_12: XK3GIQ35RFSX · pith_short_16: XK3GIQ35RFSX4QUT · pith_short_8: XK3GIQ35

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/XK3GIQ35RFSX4QUTQNAIHAJW24 \
  | 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: bab664437d89657e42938340838136d734bbd384a27391b867b8f7c1f0d77dd6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "faede23f317c6adf8af49caad6bae3904d7cd2cd117115da80b4427c79d897af",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.IV",
    "submitted_at": "2022-02-15T16:46:44Z",
    "title_canon_sha256": "56d5f428e35a83eb2a134ea34e6113e0130837ff87224c092ea6b9349484cdeb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.07562",
    "kind": "arxiv",
    "version": 1
  }
}