Pith Number

pith:EH4MUYBI

pith:2018:EH4MUYBI2XUGGLOOTEGKFOGKPF

not attested not anchored not stored refs pending

Stop Explaining Black Box Machine Learning Models for High Stakes Decisions and Use Interpretable Models Instead

Cynthia Rudin

arxiv:1811.10154 v3 · 2018-11-26 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EH4MUYBI2XUGGLOOTEGKFOGKPF}

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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

5 papers in Pith

Beyond Explaining Predictions: Logic-Based Explanations for Confidence in Machine Learning Models

Staging by the Book: Automatic Sleep Stage Classification Using Scoring Rules

Agentic-imodels: Evolving agentic interpretability tools via autoresearch

MedFormer-UR: Uncertainty-Routed Transformer for Medical Image Classification

Scale-Aware Adversarial Analysis: A Diagnostic for Generative AI in Multiscale Complex Systems

Receipt and verification

First computed	2026-07-05T00:06:05.421533Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

21f8ca6028d5e8632dce990ca2b8ca795f4f73ff655e66ca04fc8743616f1fcf

Aliases

arxiv: 1811.10154 · arxiv_version: 1811.10154v3 · doi: 10.48550/arxiv.1811.10154 · pith_short_12: EH4MUYBI2XUG · pith_short_16: EH4MUYBI2XUGGLOO · pith_short_8: EH4MUYBI

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/EH4MUYBI2XUGGLOOTEGKFOGKPF \
  | 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: 21f8ca6028d5e8632dce990ca2b8ca795f4f73ff655e66ca04fc8743616f1fcf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1e300ac91ad59e9d0e5511196fe591e219e2677c9fb1ed084ae7183c588ece46",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-11-26T03:00:25Z",
    "title_canon_sha256": "96e12bf4b6ed15bab903fab9ba6928bf81ee88a743001f12c8da709f1769c59a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.10154",
    "kind": "arxiv",
    "version": 3
  }
}