Pith Number

pith:75IO7MMB

pith:2019:75IO7MMBFE7FYZI27RYUXQJO2G

not attested not anchored not stored refs pending

Towards a New Understanding of the Training of Neural Networks with Mislabeled Training Data

Herbert Gish, Jan Silovsky, Man-Hung Siu, Man-Ling Sung, William Hartmann, Zhuolin Jiang

arxiv:1909.09136 v1 · 2019-09-18 · 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{75IO7MMBFE7FYZI27RYUXQJO2G}

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	2026-07-05T00:05:55.647346Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ff50efb181293e5c651afc714bc12ed194ce12b9a22d33a970c778912bc33391

Aliases

arxiv: 1909.09136 · arxiv_version: 1909.09136v1 · doi: 10.48550/arxiv.1909.09136 · pith_short_12: 75IO7MMBFE7F · pith_short_16: 75IO7MMBFE7FYZI2 · pith_short_8: 75IO7MMB

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/75IO7MMBFE7FYZI27RYUXQJO2G \
  | 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: ff50efb181293e5c651afc714bc12ed194ce12b9a22d33a970c778912bc33391

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b9bbaad6911db3d431a9f39b777fbc05646691c6b924d1e9d684bfdf2946e945",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-09-18T18:30:14Z",
    "title_canon_sha256": "775a58e11b3cef2917b124c2aeee998b37e13e7b7c31a194c311929d15d823df"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.09136",
    "kind": "arxiv",
    "version": 1
  }
}