Pith Number

pith:ZUUMMPKD

pith:2024:ZUUMMPKDNTJ27A4DVO77WLDWCL

not attested not anchored not stored refs pending

Batched Bayesian optimization by maximizing the probability of including the optimum

Austin Tripp, Connor W. Coley, Jenna Fromer, Jos\'e Miguel Hern\'andez-Lobato, Mrunali Manjrekar, Runzhong Wang

arxiv:2410.06333 v2 · 2024-10-08 · 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{ZUUMMPKDNTJ27A4DVO77WLDWCL}

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.

Receipt and verification

First computed	2026-07-05T10:59:47.934546Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cd28c63d436cd3af8383abbffb2c7612c33ed3cb1d01f6910cfa55d04f9b72da

Aliases

arxiv: 2410.06333 · arxiv_version: 2410.06333v2 · doi: 10.48550/arxiv.2410.06333 · pith_short_12: ZUUMMPKDNTJ2 · pith_short_16: ZUUMMPKDNTJ27A4D · pith_short_8: ZUUMMPKD

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/ZUUMMPKDNTJ27A4DVO77WLDWCL \
  | 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: cd28c63d436cd3af8383abbffb2c7612c33ed3cb1d01f6910cfa55d04f9b72da

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d53661388b81fd5a64682a18240adb13a824ec3889d7db8f656bb6242e369baf",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-08T20:13:12Z",
    "title_canon_sha256": "5f94570f010d275180fa8ef8d3d6e4702572fef2488dd8c677ac9087c03e27c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.06333",
    "kind": "arxiv",
    "version": 2
  }
}