Pith Number

pith:UBXT5YHE

pith:2024:UBXT5YHEQRPSA7FNWFVMWZN6SO

not attested not anchored not stored refs pending

Stopping Bayesian Optimization with Probabilistic Regret Bounds

James T. Wilson

arxiv:2402.16811 v2 · 2024-02-26 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UBXT5YHEQRPSA7FNWFVMWZN6SO}

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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

Robust Surrogate-Based Bayesian Inference via Sampling-Based Adaptive Active Learning (SALE)

Receipt and verification

First computed	2026-07-05T09:47:28.558870Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a06f3ee0e4845f207cadb16acb65be938811e42466062736bde055093aa745cd

Aliases

arxiv: 2402.16811 · arxiv_version: 2402.16811v2 · doi: 10.48550/arxiv.2402.16811 · pith_short_12: UBXT5YHEQRPS · pith_short_16: UBXT5YHEQRPSA7FN · pith_short_8: UBXT5YHE

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/UBXT5YHEQRPSA7FNWFVMWZN6SO \
  | 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: a06f3ee0e4845f207cadb16acb65be938811e42466062736bde055093aa745cd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "96f29daa1b306f6832b8120c6110bba8305e5196d25c97512c526842b1d8da94",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-02-26T18:34:58Z",
    "title_canon_sha256": "d14568e1aa1688dd3e2c00b2ce27612cff91788360d1a5a1fdf45935ad8db178"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.16811",
    "kind": "arxiv",
    "version": 2
  }
}