Pith Number

pith:VABNEFNC

pith:2025:VABNEFNCSQ3TI6BDFACPRZDBHE

not attested not anchored not stored refs pending

Constrained multi-fidelity Bayesian optimization with automatic stop condition

Ramin Bostanabad, Zahra Zanjani Foumani

arxiv:2503.01126 v2 · 2025-03-03 · cs.AI · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VABNEFNCSQ3TI6BDFACPRZDBHE}

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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

Constrained Bayesian Optimisation with Multiple Information Sources

Receipt and verification

First computed	2026-07-05T10:37:45.926964Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a802d215a294373478232804f8e461392adb187c6ea5b3b3c35c5aca54cd291d

Aliases

arxiv: 2503.01126 · arxiv_version: 2503.01126v2 · doi: 10.48550/arxiv.2503.01126 · pith_short_12: VABNEFNCSQ3T · pith_short_16: VABNEFNCSQ3TI6BD · pith_short_8: VABNEFNC

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/VABNEFNCSQ3TI6BDFACPRZDBHE \
  | 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: a802d215a294373478232804f8e461392adb187c6ea5b3b3c35c5aca54cd291d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0c6bb46b205beccb970663719182cb143a8b3f30ebe3ccf8f227c9d3a588e75a",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-03-03T03:13:35Z",
    "title_canon_sha256": "d6adfd7b71a02fdc8061a8255b0fd071b082a31e236b55ca625fa70966071023"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.01126",
    "kind": "arxiv",
    "version": 2
  }
}