Pith Number

pith:5R3G373V

pith:2025:5R3G373V3M2H66EDBJHLLCSFBQ

not attested not anchored not stored refs pending

Regretful Decisions under Label Noise

Berk Ustun, Flavio P. Calmon, Sujay Nagaraj, Yang Liu

arxiv:2504.09330 v2 · 2025-04-12 · 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{5R3G373V3M2H66EDBJHLLCSFBQ}

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

Statistical Inference for Responsiveness Verification

Receipt and verification

First computed	2026-07-05T11:17:44.657785Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ec766dff75db347f78830a4eb58a450c36d775fdd5686a9f855c6c0fd5990a83

Aliases

arxiv: 2504.09330 · arxiv_version: 2504.09330v2 · doi: 10.48550/arxiv.2504.09330 · pith_short_12: 5R3G373V3M2H · pith_short_16: 5R3G373V3M2H66ED · pith_short_8: 5R3G373V

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/5R3G373V3M2H66EDBJHLLCSFBQ \
  | 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: ec766dff75db347f78830a4eb58a450c36d775fdd5686a9f855c6c0fd5990a83

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6e55fa6f590e0e9e2003f496191208806221eaafcb4a224a6dc6fa5ee7d3f8ea",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-12T20:21:24Z",
    "title_canon_sha256": "e4cf602f55d2461b7908430703d0f4898d3e2a9e3abdd174bd6c98749ec88a59"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.09330",
    "kind": "arxiv",
    "version": 2
  }
}