Pith Number

pith:C464OVRG

pith:2016:C464OVRGRBE7RPBIVZYF3G62NS

not attested not anchored not stored refs pending

Parallel Bayesian Global Optimization of Expensive Functions

Eric Liu, Jialei Wang, Peter I. Frazier, Scott C. Clark

arxiv:1602.05149 v4 · 2016-02-16 · stat.ML · math.OC

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\usepackage{pith}
\pithnumber{C464OVRGRBE7RPBIVZYF3G62NS}

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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

3 papers in Pith

Composite Bayesian Optimization In Function Spaces Using NEON -- Neural Epistemic Operator Networks

Choosing a Suitable Acquisition Function for Batch Bayesian Optimization: Comparison of Serial and Monte Carlo Approaches

A Tutorial on Bayesian Optimization

Receipt and verification

First computed	2026-05-17T23:47:06.163371Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

173dc756268849f8bc28ae705d9bda6ca6eccfc991936c32a28ba17fc3a7210e

Aliases

arxiv: 1602.05149 · arxiv_version: 1602.05149v4 · doi: 10.48550/arxiv.1602.05149 · pith_short_12: C464OVRGRBE7 · pith_short_16: C464OVRGRBE7RPBI · pith_short_8: C464OVRG

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/C464OVRGRBE7RPBIVZYF3G62NS \
  | 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: 173dc756268849f8bc28ae705d9bda6ca6eccfc991936c32a28ba17fc3a7210e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0834db4121d5ed5dd6438603df2f10c14161ef2112b7809b618bc3d40fb9c257",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2016-02-16T19:40:15Z",
    "title_canon_sha256": "b909dcbe070253b18826ac5f279b738b2be081c67d7def26c2b819e03c17632e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1602.05149",
    "kind": "arxiv",
    "version": 4
  }
}