Pith Number

pith:3BRNKNPO

pith:2020:3BRNKNPOFX42U6N2HF4GX5QNU5

not attested not anchored not stored refs pending

aphBO-2GP-3B: A budgeted asynchronous parallel multi-acquisition functions for constrained Bayesian optimization on high-performing computing architecture

Anh Tran, Jing Sun, Mike Eldred, Robert J. Visintainer, Scott McCann, Tim Wildey

arxiv:2003.09436 v2 · 2020-03-20 · stat.ML · cs.LG · stat.CO

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\usepackage{pith}
\pithnumber{3BRNKNPOFX42U6N2HF4GX5QNU5}

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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

High-Dimensional Bayesian Optimization Using Both Random and Supervised Embeddings

Receipt and verification

First computed	2026-07-05T02:12:52.514012Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d862d535ee2df9aa79ba39786bf60da74221dfc2a2a096d486132fc0a5f76c30

Aliases

arxiv: 2003.09436 · arxiv_version: 2003.09436v2 · doi: 10.48550/arxiv.2003.09436 · pith_short_12: 3BRNKNPOFX42 · pith_short_16: 3BRNKNPOFX42U6N2 · pith_short_8: 3BRNKNPO

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/3BRNKNPOFX42U6N2HF4GX5QNU5 \
  | 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: d862d535ee2df9aa79ba39786bf60da74221dfc2a2a096d486132fc0a5f76c30

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2b537c9d7254fd9dcd0915e5d1fe443604d5cb43f5479697c3920fe3598004d1",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.CO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2020-03-20T18:02:27Z",
    "title_canon_sha256": "f7331a8cdefcc231f965270efe7f9228d1eda983b1b8d97e806dc5564fcac7dc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.09436",
    "kind": "arxiv",
    "version": 2
  }
}