Pith Number

pith:AUQNZHLC

pith:2022:AUQNZHLCSMVGCFUMIPMW73RUSB

not attested not anchored not stored refs pending

Discovering Many Diverse Solutions with Bayesian Optimization

David Eriksson, Jacob Gardner, Kaiwen Wu, Natalie Maus

arxiv:2210.10953 v4 · 2022-10-20 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AUQNZHLCSMVGCFUMIPMW73RUSB}

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

1 paper in Pith

Return of the Latent Space COWBOYS: Re-thinking the use of VAEs for Bayesian Optimisation of Structured Spaces

Receipt and verification

First computed	2026-07-05T06:06:29.018902Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0520dc9d62932a61168c43d96fee3490548e58917acadf1652d29e52074ab54e

Aliases

arxiv: 2210.10953 · arxiv_version: 2210.10953v4 · doi: 10.48550/arxiv.2210.10953 · pith_short_12: AUQNZHLCSMVG · pith_short_16: AUQNZHLCSMVGCFUM · pith_short_8: AUQNZHLC

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/AUQNZHLCSMVGCFUMIPMW73RUSB \
  | 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: 0520dc9d62932a61168c43d96fee3490548e58917acadf1652d29e52074ab54e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c00bdcd0ae9a6655a292cb45d1d84aa926a2d1633d9c8c6f27572746e33ead8b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-20T01:56:38Z",
    "title_canon_sha256": "50e9c14d7b2702c97afcff826836465664d8e773f0ee847497985e4321b95ff2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.10953",
    "kind": "arxiv",
    "version": 4
  }
}