Pith Number

pith:2LYJGGU7

pith:2024:2LYJGGU73B37CQ523ABCH3QRFZ

not attested not anchored not stored refs pending

The Vizier Gaussian Process Bandit Algorithm

Chansoo Lee, Daniel Golovin, Emily Fertig, Greg Kochanski, Lior Belenki, Qiuyi Zhang, Sagi Perel, Setareh Ariafar, Srinivas Vasudevan, Tzu-Kuo Huang, Xingyou Song

arxiv:2408.11527 v3 · 2024-08-21 · cs.LG · cs.AI · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2LYJGGU73B37CQ523ABCH3QRFZ}

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

Global Optimization of Gaussian Process Acquisition Functions Using a Piecewise-Linear Kernel Approximation

Receipt and verification

First computed	2026-07-05T09:45:13.684168Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d2f0931a9fd877f143bad80223ee112e7161a86820fda4f0ef4c5cf1d72f328e

Aliases

arxiv: 2408.11527 · arxiv_version: 2408.11527v3 · doi: 10.48550/arxiv.2408.11527 · pith_short_12: 2LYJGGU73B37 · pith_short_16: 2LYJGGU73B37CQ52 · pith_short_8: 2LYJGGU7

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/2LYJGGU73B37CQ523ABCH3QRFZ \
  | 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: d2f0931a9fd877f143bad80223ee112e7161a86820fda4f0ef4c5cf1d72f328e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb936ece96090dd94721613d6cda2aef5824a2fda25051ecc8e1e90ba98b78eb",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-21T11:06:02Z",
    "title_canon_sha256": "445e1b085a73beb6ec24365806127c6b58798e64e6c8c914982d65920ddb8c2c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.11527",
    "kind": "arxiv",
    "version": 3
  }
}