Pith Number

pith:DBC367ZV

pith:2025:DBC367ZVC6BFVNJEKQ75VP54WJ

not attested not anchored not stored refs pending

Conformal Prediction of Classifiers with Many Classes based on Noisy Labels

Coby Penso, Ethan Fetaya, Jacob Goldberger

arxiv:2501.12749 v2 · 2025-01-22 · cs.LG · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{DBC367ZVC6BFVNJEKQ75VP54WJ}

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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

Robust Conformal Outlier Detection under Contaminated Reference Data

Receipt and verification

First computed	2026-07-05T11:52:59.042040Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1845bf7f3517825ab524543fdabfbcb26908c026394277d65381da3167ff9a82

Aliases

arxiv: 2501.12749 · arxiv_version: 2501.12749v2 · doi: 10.48550/arxiv.2501.12749 · pith_short_12: DBC367ZVC6BF · pith_short_16: DBC367ZVC6BFVNJE · pith_short_8: DBC367ZV

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/DBC367ZVC6BFVNJEKQ75VP54WJ \
  | 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: 1845bf7f3517825ab524543fdabfbcb26908c026394277d65381da3167ff9a82

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4f336443759bc6fb871b0ebeded552a6d9305e21d3a0598d98b03be8a541a868",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-22T09:35:58Z",
    "title_canon_sha256": "d81a8aeee2bcc34f41a89e5175dbf4790a099d352cfe7e8d3c856f8fbca33346"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.12749",
    "kind": "arxiv",
    "version": 2
  }
}