Pith Number

pith:UZOK27OF

pith:2025:UZOK27OFHMEETYJQKGPPPZX5U5

not attested not anchored not stored refs pending

Multi-Objective Hyperparameter Selection via Hypothesis Testing on Reliability Graphs

Amirmohammad Farzaneh, Osvaldo Simeone

arxiv:2501.13018 v2 · 2025-01-22 · cs.LG · cs.IT · math.IT

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UZOK27OFHMEETYJQKGPPPZX5U5}

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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

Ensuring Reliability via Hyperparameter Selection: Review and Advances

Receipt and verification

First computed	2026-07-05T11:03:20.591655Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a65cad7dc53b0849e130519ef7e6fda75f0a3c7f823c4d83a3ba31c129bf6b3f

Aliases

arxiv: 2501.13018 · arxiv_version: 2501.13018v2 · doi: 10.48550/arxiv.2501.13018 · pith_short_12: UZOK27OFHMEE · pith_short_16: UZOK27OFHMEETYJQ · pith_short_8: UZOK27OF

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/UZOK27OFHMEETYJQKGPPPZX5U5 \
  | 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: a65cad7dc53b0849e130519ef7e6fda75f0a3c7f823c4d83a3ba31c129bf6b3f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ae5c989e7b77bfbc1bb0e282525fc76723694bbb8a0ce447c9452ab6bd811a61",
    "cross_cats_sorted": [
      "cs.IT",
      "math.IT"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-22T17:05:38Z",
    "title_canon_sha256": "287a8107088782456f3b18e426181a9acda681926b4d4e473470bed47d6f2c5a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.13018",
    "kind": "arxiv",
    "version": 2
  }
}