Pith Number

pith:ZBLWUS4T

pith:2025:ZBLWUS4T7WDJTOGIXRQWX3NPY4

not attested not anchored not stored refs pending

Generative Bayesian Optimization: Generative Models as Acquisition Functions

Daniel M. Steinberg, Edwin V. Bonilla, Rafael Oliveira

arxiv:2510.25240 v3 · 2025-10-29 · 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{ZBLWUS4T7WDJTOGIXRQWX3NPY4}

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.

Receipt and verification

First computed	2026-05-17T23:39:00.955740Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c8576a4b93fd8699b8c8bc616bedafc710816553fc0e629335e9c0df6c73e738

Aliases

arxiv: 2510.25240 · arxiv_version: 2510.25240v3 · doi: 10.48550/arxiv.2510.25240 · pith_short_12: ZBLWUS4T7WDJ · pith_short_16: ZBLWUS4T7WDJTOGI · pith_short_8: ZBLWUS4T

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/ZBLWUS4T7WDJTOGIXRQWX3NPY4 \
  | 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: c8576a4b93fd8699b8c8bc616bedafc710816553fc0e629335e9c0df6c73e738

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d7b2eeb578ca7786ffc3b8f65985c0e73551d628d4511a61529263cde85790e3",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-10-29T07:42:25Z",
    "title_canon_sha256": "d3f1e78eb9daa330815e25f3d23a6c534e2865bed29203f08127bf72f88e2b70"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.25240",
    "kind": "arxiv",
    "version": 3
  }
}