Pith Number

pith:NQFVQIR6

pith:2014:NQFVQIR6QXF2XJ2UC5526HID26

not attested not anchored not stored refs pending

Theoretical Analysis of Bayesian Optimisation with Unknown Gaussian Process Hyper-Parameters

Nando de Freitas, Ziyu Wang

arxiv:1406.7758 v1 · 2014-06-30 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{NQFVQIR6QXF2XJ2UC5526HID26}

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Record completeness

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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

Regret-Based $(\epsilon,\delta)$-optimal Stopping Criteria for Bayesian Optimization

Receipt and verification

First computed	2026-05-18T02:48:44.261008Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6c0b58223e85cbaba754177baf1d03d79c485098b7f8c6d7ae57f4b872158096

Aliases

arxiv: 1406.7758 · arxiv_version: 1406.7758v1 · doi: 10.48550/arxiv.1406.7758 · pith_short_12: NQFVQIR6QXF2 · pith_short_16: NQFVQIR6QXF2XJ2U · pith_short_8: NQFVQIR6

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/NQFVQIR6QXF2XJ2UC5526HID26 \
  | 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: 6c0b58223e85cbaba754177baf1d03d79c485098b7f8c6d7ae57f4b872158096

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b1a65043b688dca42ffbe9a97116f1f9e19c93175b7c4e1d728d737eb796406f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2014-06-30T14:35:58Z",
    "title_canon_sha256": "492c8c24ee23f8a619f6c2cc086e8855773bb4c3bc49eb7d2d76588e39ee9ae5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1406.7758",
    "kind": "arxiv",
    "version": 1
  }
}