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Pith Number

pith:6GHRP7MJ

pith:2020:6GHRP7MJMKFS3ACIPLZRBZWOFA
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Importance of Tuning Hyperparameters of Machine Learning Algorithms

Andreas C. Mueller, Hilde J.P. Weerts, Joaquin Vanschoren

arxiv:2007.07588 v1 · 2020-07-15 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{6GHRP7MJMKFS3ACIPLZRBZWOFA}

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Record completeness

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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.

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2 papers in Pith

Receipt and verification
First computed 2026-07-05T01:19:30.225550Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f18f17fd89628b2d80487af310e6ce281d87fe69913dd4be5676762107225ead

Aliases

arxiv: 2007.07588 · arxiv_version: 2007.07588v1 · doi: 10.48550/arxiv.2007.07588 · pith_short_12: 6GHRP7MJMKFS · pith_short_16: 6GHRP7MJMKFS3ACI · pith_short_8: 6GHRP7MJ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/6GHRP7MJMKFS3ACIPLZRBZWOFA \
  | 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: f18f17fd89628b2d80487af310e6ce281d87fe69913dd4be5676762107225ead
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0b3a867f1654c4b184673e7a11733cdaea0d4d962b0e8126ff7bbf9b742a92f0",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-07-15T10:06:59Z",
    "title_canon_sha256": "110a28d88ea5b6095cce414c70296cb48a28fad1812d0e70bc70b153df3673c3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.07588",
    "kind": "arxiv",
    "version": 1
  }
}