Pith Number

pith:SOPM5BTI

pith:2018:SOPM5BTIYWHVTXHWQ43WCCZFWG

not attested not anchored not stored refs pending

Maximizing acquisition functions for Bayesian optimization

Frank Hutter, James T. Wilson, Marc Peter Deisenroth

arxiv:1805.10196 v2 · 2018-05-25 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SOPM5BTIYWHVTXHWQ43WCCZFWG}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Accelerating integrated modeling with surrogate-based optimization: the MAESTRO workflow

Receipt and verification

First computed	2026-05-17T23:59:22.661905Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

939ece8668c58f59dcf68737610b25b1ad9f799dae30cccaf73a78e9a0e94c92

Aliases

arxiv: 1805.10196 · arxiv_version: 1805.10196v2 · doi: 10.48550/arxiv.1805.10196 · pith_short_12: SOPM5BTIYWHV · pith_short_16: SOPM5BTIYWHVTXHW · pith_short_8: SOPM5BTI

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/SOPM5BTIYWHVTXHWQ43WCCZFWG \
  | 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: 939ece8668c58f59dcf68737610b25b1ad9f799dae30cccaf73a78e9a0e94c92

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b180b02dd7e770a17042133922aa6878ff4fb71185a6b55ba7faee6a76ddfd14",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-05-25T15:28:46Z",
    "title_canon_sha256": "e7b889b6972ca4afcf86863c8518aa2dddb6f96c913af8dea316afe7a0e20931"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1805.10196",
    "kind": "arxiv",
    "version": 2
  }
}