Pith Number

pith:GH4XN5W3

pith:2024:GH4XN5W3OSQVDQIJYB2SNHEM7T

not attested not anchored not stored refs pending

Reassessing How to Compare and Improve the Calibration of Machine Learning Models

Muthu Chidambaram, Rong Ge

arxiv:2406.04068 v2 · 2024-06-06 · cs.LG · math.ST · stat.ML · stat.TH

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GH4XN5W3OSQVDQIJYB2SNHEM7T}

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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

3 papers in Pith

MAAM: Anchor-Preserving Compression and Contextual Calibration for Chinese Discriminatory Language Detection

When Calibration Rankings Reverse: Accuracy-Controlled Evaluation for Fair Comparison of LLMs

An Assessment of Human vs. Model Uncertainty in Soft-Label Learning and Calibration

Receipt and verification

First computed	2026-07-05T10:18:37.890588Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

31f976f6db74a151c109c075269c8cfcdb0f55f66f01f3fe55a5317df66dd3b9

Aliases

arxiv: 2406.04068 · arxiv_version: 2406.04068v2 · doi: 10.48550/arxiv.2406.04068 · pith_short_12: GH4XN5W3OSQV · pith_short_16: GH4XN5W3OSQVDQIJ · pith_short_8: GH4XN5W3

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/GH4XN5W3OSQVDQIJYB2SNHEM7T \
  | 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: 31f976f6db74a151c109c075269c8cfcdb0f55f66f01f3fe55a5317df66dd3b9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "144d6a427472a7b1d1f1c7aa33a8e4bc1fefa745ccd907ec62f5ac4888d59a76",
    "cross_cats_sorted": [
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-06T13:33:45Z",
    "title_canon_sha256": "d251654d1273c53c5c5e9994fdffecf76fa5c59714048c3fe64eb2b3129f75d8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.04068",
    "kind": "arxiv",
    "version": 2
  }
}