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Pith Number

pith:NPAUX4B5

pith:2023:NPAUX4B5GPT3AGRHVWU5H23FTQ
not attested not anchored not stored refs pending

Mastering the exploration-exploitation trade-off in Bayesian Optimization

Antonio Candelieri

arxiv:2305.08624 v1 · 2023-05-15 · cs.LG · cs.AI · math.OC

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{NPAUX4B5GPT3AGRHVWU5H23FTQ}

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

Receipt and verification
First computed 2026-07-05T06:10:04.092389Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

6bc14bf03d33e7b01a27ada9d3eb659c16ff1b55dbd430071e7342a8bd41eb56

Aliases

arxiv: 2305.08624 · arxiv_version: 2305.08624v1 · doi: 10.48550/arxiv.2305.08624 · pith_short_12: NPAUX4B5GPT3 · pith_short_16: NPAUX4B5GPT3AGRH · pith_short_8: NPAUX4B5
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/NPAUX4B5GPT3AGRHVWU5H23FTQ \
  | 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: 6bc14bf03d33e7b01a27ada9d3eb659c16ff1b55dbd430071e7342a8bd41eb56
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ae054b993e2f026d52ab3d07151894f7a59aa279372659581730f14ff5e4d7f0",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-15T13:19:03Z",
    "title_canon_sha256": "1bc643ad5b516a7d83a7495042b5a878a9aad7d47cc1d7383c1978f75e644c07"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.08624",
    "kind": "arxiv",
    "version": 1
  }
}