Pith Number

pith:L6J2YCA7

pith:2021:L6J2YCA7OOWM5BCD54QY6PNIYT

not attested not anchored not stored refs pending

Monte Carlo dropout increases model repeatability

Ana Cecilia Rodriguez, Andreanne Lemay, Christopher P. Bridge, Didem Egemen, Jayashree Kalpathy-Cramer, John Peter Campbell, Katharina Hoebel, Mark Schiffman

arxiv:2111.06754 v1 · 2021-11-12 · cs.CV · cs.LG · eess.IV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L6J2YCA7OOWM5BCD54QY6PNIYT}

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	2026-07-05T03:31:17.726201Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f93ac081f73acce8443ef218f3da8c4c237982cc9001c80b0591f2ba37026cc

Aliases

arxiv: 2111.06754 · arxiv_version: 2111.06754v1 · doi: 10.48550/arxiv.2111.06754 · pith_short_12: L6J2YCA7OOWM · pith_short_16: L6J2YCA7OOWM5BCD · pith_short_8: L6J2YCA7

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/L6J2YCA7OOWM5BCD54QY6PNIYT \
  | 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: 5f93ac081f73acce8443ef218f3da8c4c237982cc9001c80b0591f2ba37026cc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0eb12b341f7bbac367ca2e259165f342cfea129bbb6de60f66db09fe7a415c90",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.IV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2021-11-12T15:03:20Z",
    "title_canon_sha256": "cf506939ab5fd28648715a481fb169699b88fd86e370ab2de89bffd1810e053e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.06754",
    "kind": "arxiv",
    "version": 1
  }
}