Pith Number

pith:LJGPO4BJ

pith:2020:LJGPO4BJPMESM44CTIK5EPHO5G

not attested not anchored not stored refs pending

Practical Bayesian Optimization of Objectives with Conditioning Variables

Janis Klaise, Matthew Groves, Michael Pearce

arxiv:2002.09996 v2 · 2020-02-23 · stat.ML · cs.LG · 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{LJGPO4BJPMESM44CTIK5EPHO5G}

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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

ADMIRE-BayesOpt: Accelerated Data MIxture RE-weighting for Language Models with Bayesian Optimization

Receipt and verification

First computed	2026-07-05T01:48:25.939744Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5a4cf770297b092673829a15d23ceee98e7f5c14d00fe1a43f4f328dc0f527a4

Aliases

arxiv: 2002.09996 · arxiv_version: 2002.09996v2 · doi: 10.48550/arxiv.2002.09996 · pith_short_12: LJGPO4BJPMES · pith_short_16: LJGPO4BJPMESM44C · pith_short_8: LJGPO4BJ

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/LJGPO4BJPMESM44CTIK5EPHO5G \
  | 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: 5a4cf770297b092673829a15d23ceee98e7f5c14d00fe1a43f4f328dc0f527a4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f2d5ef341fbaf903e28c052e37e63ce43619219bc2fbe9a67a7ff8548eba84a3",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2020-02-23T22:06:26Z",
    "title_canon_sha256": "a465beffb689d639b57707e172b18e24bf93c3cd67982d53a4e45c512a235844"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.09996",
    "kind": "arxiv",
    "version": 2
  }
}