Pith Number

pith:5CKAK4PF

pith:2021:5CKAK4PFGPEOVWA72AOKQ6JU4O

not attested not anchored not stored refs pending

Multi-Objective Bayesian Optimization over High-Dimensional Search Spaces

David Eriksson, Eytan Bakshy, Maximilian Balandat, Samuel Daulton

arxiv:2109.10964 v4 · 2021-09-22 · cs.LG · cs.AI · math.OC · 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{5CKAK4PFGPEOVWA72AOKQ6JU4O}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Taking the GP Out of the Loop

Receipt and verification

First computed	2026-07-05T04:32:12.013284Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e8940571e533c8ead81fd01ca87934e395aa35b669e8b19e91d7b25ac457d32a

Aliases

arxiv: 2109.10964 · arxiv_version: 2109.10964v4 · doi: 10.48550/arxiv.2109.10964 · pith_short_12: 5CKAK4PFGPEO · pith_short_16: 5CKAK4PFGPEOVWA7 · pith_short_8: 5CKAK4PF

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/5CKAK4PFGPEOVWA72AOKQ6JU4O \
  | 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: e8940571e533c8ead81fd01ca87934e395aa35b669e8b19e91d7b25ac457d32a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "129c2a1fe2ff91ffcc8b9baa3ee0e4d8d79a88f925126e0d0ce337c179c86070",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-09-22T18:30:07Z",
    "title_canon_sha256": "5901b0aea8b777a57fab1d88e4f9310e8c96e37ea53b38a4f391c0c0098cef62"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.10964",
    "kind": "arxiv",
    "version": 4
  }
}