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Pith Number

pith:UPSQPBGX

pith:2023:UPSQPBGXGECDWU5BIBFF74H3CE
not attested not anchored not stored refs pending

Tuning structure learning algorithms with out-of-sample and resampling strategies

Anthony C. Constantinou, Kiattikun Chobtham

arxiv:2306.13932 v1 · 2023-06-24 · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{UPSQPBGXGECDWU5BIBFF74H3CE}

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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.
Receipt and verification
First computed 2026-07-05T06:24:17.887638Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a3e50784d731043b53a1404a5ff0fb1103b818f95483b5dc888d4b4da1991c8c

Aliases

arxiv: 2306.13932 · arxiv_version: 2306.13932v1 · doi: 10.48550/arxiv.2306.13932 · pith_short_12: UPSQPBGXGECD · pith_short_16: UPSQPBGXGECDWU5B · pith_short_8: UPSQPBGX
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/UPSQPBGXGECDWU5BIBFF74H3CE \
  | 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: a3e50784d731043b53a1404a5ff0fb1103b818f95483b5dc888d4b4da1991c8c
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "bd96720a41f9df3eadaa4962b208bbfe266266132491bb53bf0a3b52fcda32f9",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-24T10:39:44Z",
    "title_canon_sha256": "d252e762e46287c225909ccd9569f0992f8c89b6573ee6c6da83b0595a1d6ec3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.13932",
    "kind": "arxiv",
    "version": 1
  }
}