Pith Number

pith:POUXBJCD

pith:2019:POUXBJCDX2X6WXUY2YPXY6TQOW

not attested not anchored not stored refs pending

Understanding and Utilizing Deep Neural Networks Trained with Noisy Labels

Benben Liao, Guangyong Chen, Pengfei Chen, Shengyu Zhang

arxiv:1905.05040 v1 · 2019-05-13 · 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{POUXBJCDX2X6WXUY2YPXY6TQOW}

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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

Sharpness-Aware Minimization for Efficiently Improving Generalization

Receipt and verification

First computed	2026-05-17T23:46:22.712723Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7ba970a443beafeb5e98d61f7c7a7075899c10e26c4b3b0caa8e049e79c40804

Aliases

arxiv: 1905.05040 · arxiv_version: 1905.05040v1 · doi: 10.48550/arxiv.1905.05040 · pith_short_12: POUXBJCDX2X6 · pith_short_16: POUXBJCDX2X6WXUY · pith_short_8: POUXBJCD

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/POUXBJCDX2X6WXUY2YPXY6TQOW \
  | 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: 7ba970a443beafeb5e98d61f7c7a7075899c10e26c4b3b0caa8e049e79c40804

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d4224ac5071d06ccec99d7afb30125fb126855aee57ced79d0be37f2f392c40f",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-13T13:56:54Z",
    "title_canon_sha256": "5a9117040de8b8d3b234a2389a8e5b32fe281c962f85981210e53a6507e429ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.05040",
    "kind": "arxiv",
    "version": 1
  }
}