Pith Number

pith:CRDNFUM2

pith:2022:CRDNFUM2WFRLRF2TWNOYZ57WX5

not attested not anchored not stored refs pending

Ensembles for Uncertainty Estimation: Benefits of Prior Functions and Bootstrapping

Benjamin Van Roy, Ian Osband, Seyed Mohammad Asghari, Vikranth Dwaracherla, Xiuyuan Lu, Zheng Wen

arxiv:2206.03633 v1 · 2022-06-08 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CRDNFUM2WFRLRF2TWNOYZ57WX5}

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.

Cited by

1 paper in Pith

Confidence is Not Reliability: Rethinking MC Dropout in Brain Tumour Segmentation

Receipt and verification

First computed	2026-07-05T04:30:11.510382Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1446d2d19ab162b89753b35d8cf7f6bf7680e7505ea5219c77e8a36ef03b770f

Aliases

arxiv: 2206.03633 · arxiv_version: 2206.03633v1 · doi: 10.48550/arxiv.2206.03633 · pith_short_12: CRDNFUM2WFRL · pith_short_16: CRDNFUM2WFRLRF2T · pith_short_8: CRDNFUM2

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/CRDNFUM2WFRLRF2TWNOYZ57WX5 \
  | 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: 1446d2d19ab162b89753b35d8cf7f6bf7680e7505ea5219c77e8a36ef03b770f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b63cd0a1930992159bb40f47bb6f29c522c2e8a8f6f83dd68d2d1b83034023a4",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-08T01:36:46Z",
    "title_canon_sha256": "25ae5b57d375bb7cc70e6eba3b4b8d5000be3298afb8cbc6fcc642e84321576f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.03633",
    "kind": "arxiv",
    "version": 1
  }
}