Pith Number

pith:M544ZWX5

pith:2025:M544ZWX5C4FLULL5Z67ZUZPJWK

not attested not anchored not stored refs pending

Statistical Uncertainty Quantification for Aggregate Performance Metrics in Machine Learning Benchmarks

Emily Casleton, Giri Gopalan, Rachel Longjohn

arxiv:2501.04234 v1 · 2025-01-08 · stat.ML · cs.LG · stat.AP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M544ZWX5C4FLULL5Z67ZUZPJWK}

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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

Rank Intervals for Leaderboards: A Hierarchical Framework for Model Evaluation

A Tale of Two Variances: When Single-Seed Benchmarks Fail in Bayesian Deep Learning

Unstable Rankings in Bayesian Deep Learning Evaluation

Receipt and verification

First computed	2026-07-05T09:58:32.062970Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6779ccdafd170aba2d7dcfbf9a65e9b2b1a34ba4e50c3619228817d1f70a3857

Aliases

arxiv: 2501.04234 · arxiv_version: 2501.04234v1 · doi: 10.48550/arxiv.2501.04234 · pith_short_12: M544ZWX5C4FL · pith_short_16: M544ZWX5C4FLULL5 · pith_short_8: M544ZWX5

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/M544ZWX5C4FLULL5Z67ZUZPJWK \
  | 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: 6779ccdafd170aba2d7dcfbf9a65e9b2b1a34ba4e50c3619228817d1f70a3857

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4828d60379c360500dd1ef7d9fba06e8b3d0afb38da7c010ed9183f7ed429616",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.AP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-01-08T02:17:34Z",
    "title_canon_sha256": "0811369444287973d323636d9fd672e38f0934b65459cf1ae9faf192152fc1aa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.04234",
    "kind": "arxiv",
    "version": 1
  }
}