Pith Number

pith:L2LL44YV

pith:2024:L2LL44YVMSD47RNGRO5PQONCMF

not attested not anchored not stored refs pending

A Quadrature Approach for General-Purpose Batch Bayesian Optimization via Probabilistic Lifting

Harald Oberhauser, Martin J{\o}rgensen, Masaki Adachi, Michael A. Osborne, Saad Hamid, Satoshi Hayakawa

arxiv:2404.12219 v2 · 2024-04-18 · cs.LG · cs.NA · math.NA · 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{L2LL44YVMSD47RNGRO5PQONCMF}

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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

Regret Analysis of Guided Diffusion for Black-Box Optimization over Structured Inputs

Receipt and verification

First computed	2026-07-05T08:09:52.280994Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5e96be73156487cfc5a68bbaf839a261406f0116a0fdc2296903f25c883b9f57

Aliases

arxiv: 2404.12219 · arxiv_version: 2404.12219v2 · doi: 10.48550/arxiv.2404.12219 · pith_short_12: L2LL44YVMSD4 · pith_short_16: L2LL44YVMSD47RNG · pith_short_8: L2LL44YV

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/L2LL44YVMSD47RNGRO5PQONCMF \
  | 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: 5e96be73156487cfc5a68bbaf839a261406f0116a0fdc2296903f25c883b9f57

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4494d1f8dc6f2363eacf0c073444d64e9fe1fb8a7b7480ac8a2bced64f68a715",
    "cross_cats_sorted": [
      "cs.NA",
      "math.NA",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-18T14:30:46Z",
    "title_canon_sha256": "04b0edf3f2369be53f704fb98a18ea222834507c39f99c433a51682cb1d3e30e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.12219",
    "kind": "arxiv",
    "version": 2
  }
}