Pith Number

pith:DUK35HGE

pith:2013:DUK35HGEP7UBY32H6MS7MCI2GK

not attested not anchored not stored refs pending

API design for machine learning software: experiences from the scikit-learn project

Alexandre Gramfort (INRIA Saclay - Ile de France, Andreas Mueller, Arnaud Joly, Brian Holt, Fabian Pedregosa (INRIA Saclay - Ile de France), Ga\"el Varoquaux (INRIA Saclay - Ile de France), Gilles Louppe, Jake Vanderplas, Jaques Grobler (INRIA Saclay - Ile de France), Lars Buitinck (ILPS), LTCI), Mathieu Blondel, Olivier Grisel, Peter Prettenhofer, Robert Layton, Vlad Niculae

arxiv:1309.0238 v1 · 2013-09-01 · cs.LG · cs.MS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DUK35HGEP7UBY32H6MS7MCI2GK}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

2 papers in Pith

Towards transparent and data-driven fault detection in manufacturing: A case study on univariate, discrete time series

Closing the Loop: A Software Framework for AI to Support Business Decision Making

Receipt and verification

First computed	2026-05-18T03:14:28.493083Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d15be9cc47fe81c6f47f325f6091a32b77fc3d94c121cce3f52d049294b75f0

Aliases

arxiv: 1309.0238 · arxiv_version: 1309.0238v1 · doi: 10.48550/arxiv.1309.0238 · pith_short_12: DUK35HGEP7UB · pith_short_16: DUK35HGEP7UBY32H · pith_short_8: DUK35HGE

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/DUK35HGEP7UBY32H6MS7MCI2GK \
  | 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: 1d15be9cc47fe81c6f47f325f6091a32b77fc3d94c121cce3f52d049294b75f0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "00735702202d2fc1a1dccdc7f3e0a70b135e36a00808fc5ef760a0ea17ec77a6",
    "cross_cats_sorted": [
      "cs.MS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2013-09-01T16:22:48Z",
    "title_canon_sha256": "1730e4ea4e7ea2f9b314af86756b4b7bebcb7c45cc0a8445d3f39b57fd2a1c81"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1309.0238",
    "kind": "arxiv",
    "version": 1
  }
}