Pith Number

pith:GMMXMLPT

pith:2022:GMMXMLPTALLYCH6IJFGQAV6MJO

not attested not anchored not stored refs pending

Efficient computation of the Knowledge Gradient for Bayesian Optimization

Juan Ungredda, Juergen Branke, Michael Pearce

arxiv:2209.15367 v1 · 2022-09-30 · cs.LG · 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{GMMXMLPTALLYCH6IJFGQAV6MJO}

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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

Fast Bayesian Optimization of Function Networks with Partial Evaluations

Receipt and verification

First computed	2026-07-05T05:02:19.297651Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3319762df302d7811fc8494d0057cc4ba3073a09a094d07690c6051101d59264

Aliases

arxiv: 2209.15367 · arxiv_version: 2209.15367v1 · doi: 10.48550/arxiv.2209.15367 · pith_short_12: GMMXMLPTALLY · pith_short_16: GMMXMLPTALLYCH6I · pith_short_8: GMMXMLPT

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/GMMXMLPTALLYCH6IJFGQAV6MJO \
  | 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: 3319762df302d7811fc8494d0057cc4ba3073a09a094d07690c6051101d59264

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2e475095d1cc5381600698fff75913ef00305a944eaee28d7ae0e2f7ca3bec83",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-30T10:39:38Z",
    "title_canon_sha256": "a843dab4d6b917795bd7aeda10107fcef39a4e1dd4f86c5ddb2d330e21c6f2f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.15367",
    "kind": "arxiv",
    "version": 1
  }
}