Pith Number

pith:D4CGJMOP

pith:2017:D4CGJMOPR4RPZUOIGQRYEXZ3GW

not attested not anchored not stored refs pending

Constrained Bayesian Optimization with Noisy Experiments

Benjamin Letham, Brian Karrer, Eytan Bakshy, Guilherme Ottoni

arxiv:1706.07094 v2 · 2017-06-21 · stat.ML · cs.LG · stat.AP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{D4CGJMOPR4RPZUOIGQRYEXZ3GW}

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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

Multi-Variable Batch Bayesian Optimization in Materials Research: Synthetic Data Analysis of Noise Sensitivity and Problem Landscape Effects

Receipt and verification

First computed	2026-05-18T00:12:19.555341Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1f0464b1cf8f22fcd1c83423825f3b35a9c8d1aea56de1a2c43b024dc4095507

Aliases

arxiv: 1706.07094 · arxiv_version: 1706.07094v2 · doi: 10.48550/arxiv.1706.07094 · pith_short_12: D4CGJMOPR4RP · pith_short_16: D4CGJMOPR4RPZUOI · pith_short_8: D4CGJMOP

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/D4CGJMOPR4RPZUOIGQRYEXZ3GW \
  | 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: 1f0464b1cf8f22fcd1c83423825f3b35a9c8d1aea56de1a2c43b024dc4095507

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "16bdba176401e9e14c7e3deb321f9fb406f9b22c7445a75481ce54dacdb54813",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.AP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2017-06-21T19:29:14Z",
    "title_canon_sha256": "f4a4e07a3d69f8784fb9f36a11487100ccafe7ee8e0143274e29d497e0231b99"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1706.07094",
    "kind": "arxiv",
    "version": 2
  }
}