Pith Number

pith:GHPVJZIK

pith:2023:GHPVJZIKYMLU3BPTNFREOQCQTU

not attested not anchored not stored refs pending

Framework and Benchmarks for Combinatorial and Mixed-variable Bayesian Optimization

Antoine Grosnit, Haitham Bou Ammar, Kamil Dreczkowski

arxiv:2306.09803 v3 · 2023-06-16 · 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{GHPVJZIKYMLU3BPTNFREOQCQTU}

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

Bayesian Optimization for Mixed-Variable Problems in the Natural Sciences

Receipt and verification

First computed	2026-07-05T07:22:19.618110Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

31df54e50ac3174d85f369624740509d2293edc85258568ff3cfa1f132e28b88

Aliases

arxiv: 2306.09803 · arxiv_version: 2306.09803v3 · doi: 10.48550/arxiv.2306.09803 · pith_short_12: GHPVJZIKYMLU · pith_short_16: GHPVJZIKYMLU3BPT · pith_short_8: GHPVJZIK

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/GHPVJZIKYMLU3BPTNFREOQCQTU \
  | 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: 31df54e50ac3174d85f369624740509d2293edc85258568ff3cfa1f132e28b88

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7e0d828059d2c5d4778a7a718c5ef52515dcae04e2e48ebeb6f87564e7212f17",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-16T12:38:33Z",
    "title_canon_sha256": "1eefbef5b5f47b09c578a82a8343fa21a28b6638266e60c447383ecd26f358fb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.09803",
    "kind": "arxiv",
    "version": 3
  }
}