Pith Number

pith:AACF7BE3

pith:2020:AACF7BE3BE2FLBBEISQ4O4B3XB

not attested not anchored not stored refs pending

Advancing diagnostic performance and clinical usability of neural networks via adversarial training and dual batch normalization

Christiane Kuhl, Christoph Haarburger, Daniel Truhn, Fabian Kiessling, Federico Pedersoli, Markus Zimmermann, Maximilian Schulze-Hagen, Michael Ho, Sven Nebelung, Tianyu Han, Volkmar Schulz

arxiv:2011.13011 v1 · 2020-11-25 · cs.LG · cs.CV · 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{AACF7BE3BE2FLBBEISQ4O4B3XB}

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	2026-07-05T03:14:06.487181Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

00045f849b093455842444a1c7703bb8686885d4e86e8d99a5f03b748f71543d

Aliases

arxiv: 2011.13011 · arxiv_version: 2011.13011v1 · doi: 10.48550/arxiv.2011.13011 · pith_short_12: AACF7BE3BE2F · pith_short_16: AACF7BE3BE2FLBBE · pith_short_8: AACF7BE3

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/AACF7BE3BE2FLBBEISQ4O4B3XB \
  | 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: 00045f849b093455842444a1c7703bb8686885d4e86e8d99a5f03b748f71543d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7d8747b30b9b5aa04a9ee4c9bcdf8911d4026c2f9165ad713811266f52a1052b",
    "cross_cats_sorted": [
      "cs.CV",
      "eess.IV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-11-25T20:41:01Z",
    "title_canon_sha256": "77708cca9c38d5bd6dedc020603bb11fc6a904da4738e1205cef9d1b1fe24dfe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.13011",
    "kind": "arxiv",
    "version": 1
  }
}