Pith Number

pith:VKNXPM42

pith:2025:VKNXPM42IQV4TLUBKAVN2T2SAF

not attested not anchored not stored refs pending

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

Henry B. Moss, Sebastian W. Ober, Tom Diethe

arxiv:2507.03910 v1 · 2025-07-05 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VKNXPM42IQV4TLUBKAVN2T2SAF}

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

Embedding by Elicitation: Dynamic Representations for Bayesian Optimization of System Prompts

Receipt and verification

First computed	2026-07-05T11:32:37.138285Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa9b77b39a442bc9ae81502add4f520175ffa7a68ab7328f5cdcf733768d75d4

Aliases

arxiv: 2507.03910 · arxiv_version: 2507.03910v1 · doi: 10.48550/arxiv.2507.03910 · pith_short_12: VKNXPM42IQV4 · pith_short_16: VKNXPM42IQV4TLUB · pith_short_8: VKNXPM42

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/VKNXPM42IQV4TLUBKAVN2T2SAF \
  | 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: aa9b77b39a442bc9ae81502add4f520175ffa7a68ab7328f5cdcf733768d75d4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "41fb6f9b6edfc56e3a66b2be93a1cd0300b375b69af85ec2c2611d79fd5a969d",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-05T05:53:04Z",
    "title_canon_sha256": "62f5cbc8839d8ff1cb934d40a45bac24843311be748e4be9fe6aad89b5ea595a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.03910",
    "kind": "arxiv",
    "version": 1
  }
}