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Pith Number

pith:7W54XMZR

pith:2024:7W54XMZRVJXJHADLGKM2HNTIWI
not attested not anchored not stored refs pending

Adaptive Learn-then-Test: Statistically Valid and Efficient Hyperparameter Selection

Matteo Zecchin, Osvaldo Simeone, Sangwoo Park

arxiv:2409.15844 v2 · 2024-09-24 · stat.ML · cs.AI · cs.IT · cs.LG · math.IT · stat.ME

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\usepackage{pith}
\pithnumber{7W54XMZRVJXJHADLGKM2HNTIWI}

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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.

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2 papers in Pith

Receipt and verification
First computed 2026-07-05T10:07:44.559497Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

fdbbcbb331aa6e93806b3299a3b668b22d6bc2a3d0828befc75f072a02edc0c7

Aliases

arxiv: 2409.15844 · arxiv_version: 2409.15844v2 · doi: 10.48550/arxiv.2409.15844 · pith_short_12: 7W54XMZRVJXJ · pith_short_16: 7W54XMZRVJXJHADL · pith_short_8: 7W54XMZR
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/7W54XMZRVJXJHADLGKM2HNTIWI \
  | 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: fdbbcbb331aa6e93806b3299a3b668b22d6bc2a3d0828befc75f072a02edc0c7
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "531f7d753f91b0b368858801a0bb44e12a400025025202566172c601d84cbe23",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IT",
      "cs.LG",
      "math.IT",
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-09-24T08:14:26Z",
    "title_canon_sha256": "c7149d9412e2f72eda64a8ddc88f3b9762d9b9f3aa2b104fde8f42b322439789"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.15844",
    "kind": "arxiv",
    "version": 2
  }
}