Pith Number

pith:SGN7LV6O

pith:2023:SGN7LV6OVCYVHG4PMKFGJFN2H7

not attested not anchored not stored refs pending

Bayesian Optimization of Expensive Nested Grey-Box Functions

Bratislav Svetozarevic, Colin N. Jones, Wenjie Xu, Yuning Jiang

arxiv:2306.05150 v2 · 2023-06-08 · cs.LG · cs.AI · math.OC

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SGN7LV6OVCYVHG4PMKFGJFN2H7}

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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

On the Implementation of a Bayesian Optimization Framework for Interconnected Systems

Receipt and verification

First computed	2026-07-05T06:37:04.191873Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

919bf5d7cea8b1539b8f628a6495ba3fc59c2fb8bcdd742a7767696c6821521c

Aliases

arxiv: 2306.05150 · arxiv_version: 2306.05150v2 · doi: 10.48550/arxiv.2306.05150 · pith_short_12: SGN7LV6OVCYV · pith_short_16: SGN7LV6OVCYVHG4P · pith_short_8: SGN7LV6O

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/SGN7LV6OVCYVHG4PMKFGJFN2H7 \
  | 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: 919bf5d7cea8b1539b8f628a6495ba3fc59c2fb8bcdd742a7767696c6821521c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a7b3c40381db963b29d47061ed2d75e2a25f75964b6400994576d18b1a8da019",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-08T12:18:18Z",
    "title_canon_sha256": "bfc25be15c255bcf09ad79a631a3e470777c29e6bc5401d9b5a97f845f76f95c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.05150",
    "kind": "arxiv",
    "version": 2
  }
}