Pith Number

pith:O23ZBLPU

pith:2024:O23ZBLPUZIQUIADBTVXEKZIATJ

not attested not anchored not stored refs pending

On Computationally Efficient Multi-Class Calibration

Guy N. Rothblum, Lunjia Hu, Parikshit Gopalan

arxiv:2402.07821 v2 · 2024-02-12 · cs.LG · cs.CC · cs.DS · math.ST · stat.ML · stat.TH

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{O23ZBLPUZIQUIADBTVXEKZIATJ}

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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

Smoothed Elicitation Complexity for Approximate $\Gamma$-calibration of Discrete Classification Tasks

Receipt and verification

First computed	2026-07-05T08:28:59.417293Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

76b790adf4ca214400619d6e4565009a5a8700328d507430935a9e317ea42eb9

Aliases

arxiv: 2402.07821 · arxiv_version: 2402.07821v2 · doi: 10.48550/arxiv.2402.07821 · pith_short_12: O23ZBLPUZIQU · pith_short_16: O23ZBLPUZIQUIADB · pith_short_8: O23ZBLPU

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/O23ZBLPUZIQUIADBTVXEKZIATJ \
  | 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: 76b790adf4ca214400619d6e4565009a5a8700328d507430935a9e317ea42eb9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a8940002f42e2b96087ea51a7d166d4a2b59873eda112f16f369d65a173f3f6b",
    "cross_cats_sorted": [
      "cs.CC",
      "cs.DS",
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-12T17:25:23Z",
    "title_canon_sha256": "57c7c959d93070ecefbecae7a9f850c901a5c9d3773706700b0c7f5264436f79"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.07821",
    "kind": "arxiv",
    "version": 2
  }
}