Pith Number

pith:732TQJ64

pith:2023:732TQJ64BRJBQWAAHK5QP7HWNJ

not attested not anchored not stored refs pending

Quantifying and mitigating the impact of label errors on model disparity metrics

Bobbie Chern, Bowen Yu, Julius Adebayo, Melissa Hall

arxiv:2310.02533 v1 · 2023-10-04 · 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{732TQJ64BRJBQWAAHK5QP7HWNJ}

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	2026-07-05T06:56:58.769189Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fef53827dc0c521858003abb07fcf66a5165a7667c40f73e3a835c77a41a75d5

Aliases

arxiv: 2310.02533 · arxiv_version: 2310.02533v1 · doi: 10.48550/arxiv.2310.02533 · pith_short_12: 732TQJ64BRJB · pith_short_16: 732TQJ64BRJBQWAA · pith_short_8: 732TQJ64

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/732TQJ64BRJBQWAAHK5QP7HWNJ \
  | 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: fef53827dc0c521858003abb07fcf66a5165a7667c40f73e3a835c77a41a75d5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f5bcfef7c2277d9de6d0cba9e7eee6aff5d54c3b4e5905e94666a39748802e31",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-04T02:18:45Z",
    "title_canon_sha256": "4e51a6c603ee6b896c664904f58dc151fd180985f8fc8735c2f5ebf704a723e0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.02533",
    "kind": "arxiv",
    "version": 1
  }
}