Pith Number

pith:XLMG72LS

pith:2023:XLMG72LSZD7RJQALAOCO2GPWTS

not attested not anchored not stored refs pending

An Empirical Study of Automated Mislabel Detection in Real World Vision Datasets

Andrew Y. Ng, Brian Wesley Hill, Felipe Godoy, Ishan Sabane, Jeremy Irvin, Maya Srikanth

arxiv:2312.02200 v1 · 2023-12-02 · cs.CV · cs.AI · stat.AP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XLMG72LSZD7RJQALAOCO2GPWTS}

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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

Class-wise Autoencoders Measure Classification Difficulty And Detect Label Mistakes

Receipt and verification

First computed	2026-07-05T07:20:14.269901Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bad86fe972c8ff14c00b0384ed19f69c849303226ccd4091d2bc0b5afc3c308c

Aliases

arxiv: 2312.02200 · arxiv_version: 2312.02200v1 · doi: 10.48550/arxiv.2312.02200 · pith_short_12: XLMG72LSZD7R · pith_short_16: XLMG72LSZD7RJQAL · pith_short_8: XLMG72LS

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/XLMG72LSZD7RJQALAOCO2GPWTS \
  | 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: bad86fe972c8ff14c00b0384ed19f69c849303226ccd4091d2bc0b5afc3c308c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5a5541549618b21fdf2990c33a20d36d4ecec448638675741f5b5e53c0db0cb8",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.AP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-12-02T19:33:42Z",
    "title_canon_sha256": "ea3db9bfc156f2aa24cbbbfaa5aff673fbc8ead1f00665facfd9482448bd12cc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.02200",
    "kind": "arxiv",
    "version": 1
  }
}