Pith Number

pith:VW3JSSTW

pith:2022:VW3JSSTWEAIEW3BJAAV2SGKEGR

not attested not anchored not stored refs pending

Recent Advances in Bayesian Optimization

Markus Olhofer, Sebastian Schmitt, Xilu Wang, Yaochu Jin

arxiv:2206.03301 v2 · 2022-06-07 · cs.LG · cs.DC · cs.NE · 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{VW3JSSTWEAIEW3BJAAV2SGKEGR}

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.

Cited by

2 papers in Pith

Multi-Variable Batch Bayesian Optimization in Materials Research: Synthetic Data Analysis of Noise Sensitivity and Problem Landscape Effects

Efficient and Principled Scientific Discovery through Bayesian Optimization: A Tutorial

Receipt and verification

First computed	2026-07-05T05:15:11.348630Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

adb6994a7620104b6c29002ba919443450ebf6e4636217a8670197accfa952de

Aliases

arxiv: 2206.03301 · arxiv_version: 2206.03301v2 · doi: 10.48550/arxiv.2206.03301 · pith_short_12: VW3JSSTWEAIE · pith_short_16: VW3JSSTWEAIEW3BJ · pith_short_8: VW3JSSTW

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/VW3JSSTWEAIEW3BJAAV2SGKEGR \
  | 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: adb6994a7620104b6c29002ba919443450ebf6e4636217a8670197accfa952de

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "76f23d5aa4ff500c5e92aad61ddd8bc09b24f20712c219be2f4403f87e6673d0",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.NE",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-07T13:47:00Z",
    "title_canon_sha256": "2db4a2315032c43288518fe45aa3445de4da4787b2269fb8b598558aceddb8c7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.03301",
    "kind": "arxiv",
    "version": 2
  }
}