Pith Number

pith:M7UPZXSU

pith:2019:M7UPZXSUJEROYL6PHAAVYF4UG7

not attested not anchored not stored refs pending

Deep learning with noisy labels: exploring techniques and remedies in medical image analysis

Ali Gholipour, Davood Karimi, Haoran Dou, Simon K. Warfield

arxiv:1912.02911 v4 · 2019-12-05 · cs.CV · cs.LG · eess.IV · 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{M7UPZXSUJEROYL6PHAAVYF4UG7}

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

Embracing Imperfect Datasets: A Review of Deep Learning Solutions for Medical Image Segmentation

Receipt and verification

First computed	2026-07-05T00:49:40.258063Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67e8fcde544922ec2fcf38015c179437e80750bea01d688c6bdc8745fd8875a3

Aliases

arxiv: 1912.02911 · arxiv_version: 1912.02911v4 · doi: 10.48550/arxiv.1912.02911 · pith_short_12: M7UPZXSUJERO · pith_short_16: M7UPZXSUJEROYL6P · pith_short_8: M7UPZXSU

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/M7UPZXSUJEROYL6PHAAVYF4UG7 \
  | 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: 67e8fcde544922ec2fcf38015c179437e80750bea01d688c6bdc8745fd8875a3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d6a5038dea7bb0900daa057d25c79dbf89e7ded206555c15363ba55b60902fff",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.IV",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2019-12-05T22:58:55Z",
    "title_canon_sha256": "f01aae2027964a3b908845967e4b2ad7fd520daa3c81352896a75b03bf67b791"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.02911",
    "kind": "arxiv",
    "version": 4
  }
}