Pith Number

pith:4T4CYBYP

pith:2022:4T4CYBYPIUTDDHTZR6KOTEK7IM

not attested not anchored not stored refs pending

Learning to Defer to Multiple Experts: Consistent Surrogate Losses, Confidence Calibration, and Conformal Ensembles

Daniel Barrej\'on, Eric Nalisnick, Rajeev Verma

arxiv:2210.16955 v2 · 2022-10-30 · 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{4T4CYBYPIUTDDHTZR6KOTEK7IM}

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	2026-07-05T05:44:51.183661Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e4f82c070f4526319e798f94e9915f43061a6c2bb9482435d3112d304a9cf28b

Aliases

arxiv: 2210.16955 · arxiv_version: 2210.16955v2 · doi: 10.48550/arxiv.2210.16955 · pith_short_12: 4T4CYBYPIUTD · pith_short_16: 4T4CYBYPIUTDDHTZ · pith_short_8: 4T4CYBYP

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/4T4CYBYPIUTDDHTZR6KOTEK7IM \
  | 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: e4f82c070f4526319e798f94e9915f43061a6c2bb9482435d3112d304a9cf28b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4e0b08a75af1ae22d90daf79bb2c1474471b10bf31a50f4722d4a27fb8a8341f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-10-30T21:27:29Z",
    "title_canon_sha256": "28048c284dea4a9b2a133d98eb778224cefe9de459b9957ce6de82c2a56ee3b1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.16955",
    "kind": "arxiv",
    "version": 2
  }
}