Pith Number

pith:N542LE3W

pith:2021:N542LE3WUVUIIBQFNENBQEEJHJ

not attested not anchored not stored refs pending

GaNDLF: A Generally Nuanced Deep Learning Framework for Scalable End-to-End Clinical Workflows in Medical Imaging

Aimilia Gastounioti, Alexander Getka, Alexandros Karargyris, Anirban Mukhopadhyay, Babak Haghighi, Bhakti Baheti, Bjoern Menze, Brandon Edwards, Caleb Grenko, Camila Gonz\'alez, Christos Davatzikos, Chunrui Zou, David Lang, Deepthi Karkada, Despina Kontos, \.Ibrahim Ethem Hamamc{\i}, Joel H. Saltz, Junwen Wu, Karol Gotkowski, Mark Bergman, Megh Bhalerao, Micah Sheller, Orhun G\"uley, Peter Mattson, Prashant Shah, Ravi Panchumarthy, Renato Umeton, Rhea Chitalia, Sarthak Pati, Sezgin Er, Shahira Abousamra, Siddhesh P. Thakur, Sofia Mouchtaris, Sotirios A. Tsaftaris, Spyridon Bakas, Spyridon Thermos, Tahsin M. Kurc, Ujjwal Baid, Vinayak Ahluwalia, Vishnu Bashyam, Yong Fan, Yuemeng Li

arxiv:2103.01006 v4 · 2021-02-26 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N542LE3WUVUIIBQFNENBQEEJHJ}

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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

The RSNA-ASNR-MICCAI BraTS 2021 Benchmark on Brain Tumor Segmentation and Radiogenomic Classification

Receipt and verification

First computed	2026-07-05T06:10:13.664129Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6f79a59376a568840605691a1810893a692eb58595c8ddf38d9ad015b58e72b7

Aliases

arxiv: 2103.01006 · arxiv_version: 2103.01006v4 · doi: 10.48550/arxiv.2103.01006 · pith_short_12: N542LE3WUVUI · pith_short_16: N542LE3WUVUIIBQF · pith_short_8: N542LE3W

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/N542LE3WUVUIIBQFNENBQEEJHJ \
  | 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: 6f79a59376a568840605691a1810893a692eb58595c8ddf38d9ad015b58e72b7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fe99fadb1049c06eb2228a5466a1fc551fac59df735ff95a108a616fc4a602a2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-26T02:24:52Z",
    "title_canon_sha256": "87755b6e880d46a3af48732827cb086e355dbabddc739db657a2c063a3695311"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.01006",
    "kind": "arxiv",
    "version": 4
  }
}