Pith Number

pith:IVKMLAFA

pith:2018:IVKMLAFAGCJAS5XI5SGXR47SAT

not attested not anchored not stored refs pending

Learning Multiple Defaults for Machine Learning Algorithms

Andreas M\"uller, Bernd Bischl, Florian Pfisterer, Jan N. van Rijn, Philipp Probst

arxiv:1811.09409 v3 · 2018-11-23 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{IVKMLAFAGCJAS5XI5SGXR47SAT}

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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

Auto-nnU-Net: Towards Automated Medical Image Segmentation

Receipt and verification

First computed	2026-07-05T02:36:18.401512Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4554c580a030920976e8ec8d78f3f204e80be5541776468f7476cf0d58b02f43

Aliases

arxiv: 1811.09409 · arxiv_version: 1811.09409v3 · doi: 10.48550/arxiv.1811.09409 · pith_short_12: IVKMLAFAGCJA · pith_short_16: IVKMLAFAGCJAS5XI · pith_short_8: IVKMLAFA

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/IVKMLAFAGCJAS5XI5SGXR47SAT \
  | 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: 4554c580a030920976e8ec8d78f3f204e80be5541776468f7476cf0d58b02f43

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a1193985964b362b7120477f1968d2bf4d805b3b1bb26dc31f475fd948b86715",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-11-23T09:48:19Z",
    "title_canon_sha256": "862371a890277b2fc3238d4edd137d11c43de5e86e909ce1f958d39ab4c59840"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.09409",
    "kind": "arxiv",
    "version": 3
  }
}