Pith Number

pith:KH2FDMZD

pith:2022:KH2FDMZD2LGSRRGGZTBITJ64LF

not attested not anchored not stored refs pending

Calibrated Learning to Defer with One-vs-All Classifiers

Eric Nalisnick, Rajeev Verma

arxiv:2202.03673 v2 · 2022-02-08 · 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{KH2FDMZD2LGSRRGGZTBITJ64LF}

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.

Cited by

1 paper in Pith

Strategic Decision Support for AI Agents

Receipt and verification

First computed	2026-07-05T04:32:55.890219Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

51f451b323d2cd28c4c6ccc289a7dc59508d1f0a05088fd0a534e19306fd2801

Aliases

arxiv: 2202.03673 · arxiv_version: 2202.03673v2 · doi: 10.48550/arxiv.2202.03673 · pith_short_12: KH2FDMZD2LGS · pith_short_16: KH2FDMZD2LGSRRGG · pith_short_8: KH2FDMZD

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/KH2FDMZD2LGSRRGGZTBITJ64LF \
  | 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: 51f451b323d2cd28c4c6ccc289a7dc59508d1f0a05088fd0a534e19306fd2801

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd47b3a4683048e821f03365a11ee6679decb45022fb3a2b79799f7c9f7dad22",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-08T06:24:06Z",
    "title_canon_sha256": "4bf95e35373cd6328399b97482b66047d1fd21be84856844b3cd2cbaf5460733"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.03673",
    "kind": "arxiv",
    "version": 2
  }
}