Pith Number

pith:NJQCBPGJ

pith:2023:NJQCBPGJOW5NLHOLCBK2YASWY2

not attested not anchored not stored refs pending

Learning with Selectively Labeled Data from Multiple Decision-makers

Jian Chen, Xiaojie Mao, Zhehao Li

arxiv:2306.07566 v4 · 2023-06-13 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NJQCBPGJOW5NLHOLCBK2YASWY2}

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	2026-07-05T11:10:30.127131Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6a6020bcc975bad59dcb1055ac0256c699ebd4a7c500873e63e44f5a00f0a61c

Aliases

arxiv: 2306.07566 · arxiv_version: 2306.07566v4 · doi: 10.48550/arxiv.2306.07566 · pith_short_12: NJQCBPGJOW5N · pith_short_16: NJQCBPGJOW5NLHOL · pith_short_8: NJQCBPGJ

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/NJQCBPGJOW5NLHOLCBK2YASWY2 \
  | 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: 6a6020bcc975bad59dcb1055ac0256c699ebd4a7c500873e63e44f5a00f0a61c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2873d421bb385277a17a84009b7ce2e4f8eeb734cb9ebbc3858801c8b2da341e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-06-13T06:34:44Z",
    "title_canon_sha256": "7eb7c2ab6bdb0b51bc4f82dae65afa757e9fd2fdc348ce5b2e750e7810a6a8af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.07566",
    "kind": "arxiv",
    "version": 4
  }
}