Pith Number

pith:JZS3R523

pith:2021:JZS3R523TJUXWKAVJYVBPQORJK

not attested not anchored not stored refs pending

Multi-Step Budgeted Bayesian Optimization with Unknown Evaluation Costs

Daniel R. Jiang, Eytan Bakshy, Maximilian Balandat, Peter I. Frazier, Raul Astudillo

arxiv:2111.06537 v1 · 2021-11-12 · cs.LG · math.OC · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JZS3R523TJUXWKAVJYVBPQORJK}

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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

Indirect Query Bayesian Optimization with Integrated Feedback

Receipt and verification

First computed	2026-07-05T03:31:05.818005Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4e65b8f75b9a697b28154e2a17c1d14abe26b7d4e36d71731137a73b5314de14

Aliases

arxiv: 2111.06537 · arxiv_version: 2111.06537v1 · doi: 10.48550/arxiv.2111.06537 · pith_short_12: JZS3R523TJUX · pith_short_16: JZS3R523TJUXWKAV · pith_short_8: JZS3R523

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/JZS3R523TJUXWKAVJYVBPQORJK \
  | 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: 4e65b8f75b9a697b28154e2a17c1d14abe26b7d4e36d71731137a73b5314de14

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "589c954b97406ae69bd7dfbe9948f1097a30307b77f428752404a5668894d04c",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-11-12T02:18:26Z",
    "title_canon_sha256": "011e8e9bbea4a4a559bb575281092e5b46931df240438a676ffeec74b0cd11d5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.06537",
    "kind": "arxiv",
    "version": 1
  }
}