Pith Number

pith:P7FS3OF6

pith:2023:P7FS3OF6PYMN5ZPLSLQFITDV7I

not attested not anchored not stored refs pending

PED-ANOVA: Efficiently Quantifying Hyperparameter Importance in Arbitrary Subspaces

Archit Bansal, Frank Hutter, Shuhei Watanabe

arxiv:2304.10255 v4 · 2023-04-20 · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{P7FS3OF6PYMN5ZPLSLQFITDV7I}

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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

Mix, Don't Tune: Bilingual Pre-Training Outperforms Hyperparameter Search in Data-Constrained Settings

Receipt and verification

First computed	2026-06-02T02:04:03.590611Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7fcb2db8be7e18dee5eb92e0544c75fa202c741c069bdd66e7b8c4b5096debc2

Aliases

arxiv: 2304.10255 · arxiv_version: 2304.10255v4 · doi: 10.48550/arxiv.2304.10255 · pith_short_12: P7FS3OF6PYMN · pith_short_16: P7FS3OF6PYMN5ZPL · pith_short_8: P7FS3OF6

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/P7FS3OF6PYMN5ZPLSLQFITDV7I \
  | 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: 7fcb2db8be7e18dee5eb92e0544c75fa202c741c069bdd66e7b8c4b5096debc2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c19ef0bb84e44b8a17d1ee6edd25b933fbe6646ee2a6cb37d312a7af80b16451",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-20T12:24:49Z",
    "title_canon_sha256": "57ddcdab0da238108c4722272344756caada8d12d781f1c2a9c06696a4848957"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.10255",
    "kind": "arxiv",
    "version": 4
  }
}