Pith Number

pith:I5JXDFT2

pith:2024:I5JXDFT2DCEAIKJUSJ55SWSL23

not attested not anchored not stored refs pending

A survey and benchmark of high-dimensional Bayesian optimization of discrete sequences

Miguel Gonz\'alez-Duque, Richard Michael, Simon Bartels, S{\o}ren Hauberg, Wouter Boomsma, Yevgen Zainchkovskyy

arxiv:2406.04739 v2 · 2024-06-07 · 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{I5JXDFT2DCEAIKJUSJ55SWSL23}

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

Efficient and Principled Scientific Discovery through Bayesian Optimization: A Tutorial

Receipt and verification

First computed	2026-07-05T09:30:16.159433Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

475371967a1888042934927bd95a4bd6c9ec3aa8a15224b39d2e38bd328c72e2

Aliases

arxiv: 2406.04739 · arxiv_version: 2406.04739v2 · doi: 10.48550/arxiv.2406.04739 · pith_short_12: I5JXDFT2DCEA · pith_short_16: I5JXDFT2DCEAIKJU · pith_short_8: I5JXDFT2

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/I5JXDFT2DCEAIKJUSJ55SWSL23 \
  | 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: 475371967a1888042934927bd95a4bd6c9ec3aa8a15224b39d2e38bd328c72e2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8edf2cbc166677fba2b511d9eaf513c3deb2830600c256601f1c5e4acf4dc52d",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-07T08:39:40Z",
    "title_canon_sha256": "ad6fd11331b8f101c3a69de6cd47fe32ab4e4c08f818ca72386090af6dfbfbab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.04739",
    "kind": "arxiv",
    "version": 2
  }
}