Pith Number

pith:BKIMDPDH

pith:2018:BKIMDPDHRG3MJ6ANUZQI5EZ6SG

not attested not anchored not stored refs pending

Bayesian Optimization with Expensive Integrands

Peter I. Frazier, Saul Toscano-Palmerin

arxiv:1803.08661 v1 · 2018-03-23 · 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{BKIMDPDHRG3MJ6ANUZQI5EZ6SG}

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

A Tutorial on Bayesian Optimization

Receipt and verification

First computed	2026-05-18T00:20:18.931960Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0a90c1bc6789b6c4f80da6608e933e9196586b821cde12d619efb9fae3268641

Aliases

arxiv: 1803.08661 · arxiv_version: 1803.08661v1 · doi: 10.48550/arxiv.1803.08661 · pith_short_12: BKIMDPDHRG3M · pith_short_16: BKIMDPDHRG3MJ6AN · pith_short_8: BKIMDPDH

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/BKIMDPDHRG3MJ6ANUZQI5EZ6SG \
  | 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: 0a90c1bc6789b6c4f80da6608e933e9196586b821cde12d619efb9fae3268641

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a712adb09d122f8e5195adff461700b28bc8642fd296d19e81e630f5ceea4857",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-03-23T05:53:26Z",
    "title_canon_sha256": "5b6aab9cf63bcc810324071b1381a31da612b3d8dadb56c3abb75c2cd31e320a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1803.08661",
    "kind": "arxiv",
    "version": 1
  }
}