Pith Number

pith:V4MTWHXA

pith:2019:V4MTWHXAQC26OENZQ36VUUQ5KN

not attested not anchored not stored refs pending

Uncertainty Quantification in Deep Learning for Safer Neuroimage Enhancement

Alberto Bizzi, Antonio Criminisi, Aurobrata Ghosh, Daniel C. Alexander, Daniel Worrall, Enrico Kaden, Francesco Grussu, Ryutaro Tanno, Stamatios N. Sotiropoulos

arxiv:1907.13418 v1 · 2019-07-31 · eess.IV · cs.CV · cs.LG · 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{V4MTWHXAQC26OENZQ36VUUQ5KN}

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

CUPA-T2*: Covariance-Aware Uncertainty Propagation and Alignment for T2* Mapping in Accelerated MRI

Receipt and verification

First computed	2026-07-04T23:50:49.670894Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

af193b1ee080b5e711b986fd5a521d536e5e478dc5f73df042f8b6236a46d258

Aliases

arxiv: 1907.13418 · arxiv_version: 1907.13418v1 · doi: 10.48550/arxiv.1907.13418 · pith_short_12: V4MTWHXAQC26 · pith_short_16: V4MTWHXAQC26OENZ · pith_short_8: V4MTWHXA

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/V4MTWHXAQC26OENZQ36VUUQ5KN \
  | 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: af193b1ee080b5e711b986fd5a521d536e5e478dc5f73df042f8b6236a46d258

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c44561f02de9d9c529edcbcf50477b1cd52410719585e0e30fc47739c9b9488b",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.IV",
    "submitted_at": "2019-07-31T11:17:45Z",
    "title_canon_sha256": "79b8d533664da1dfa9e47f5f92f1a179adf0b4f44826a574af937a2c0b00d5c3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.13418",
    "kind": "arxiv",
    "version": 1
  }
}