Pith Number

pith:BFKKIWUV

pith:2022:BFKKIWUVL2RYUBVJNA2MUQMEZF

not attested not anchored not stored refs pending

Local Latent Space Bayesian Optimization over Structured Inputs

Haydn T. Jones, Jacob R. Gardner, John Bradshaw, Juston S. Moore, Matt J. Kusner, Natalie Maus

arxiv:2201.11872 v2 · 2022-01-28 · 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{BFKKIWUVL2RYUBVJNA2MUQMEZF}

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

Diversity By Design: Leveraging Distribution Matching for Offline Model-Based Optimization

Receipt and verification

First computed	2026-07-05T05:44:47.732787Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0954a45a955ea38a06a96834ca4184c94ad1b61ce653e8a90d49183cd2c01d86

Aliases

arxiv: 2201.11872 · arxiv_version: 2201.11872v2 · doi: 10.48550/arxiv.2201.11872 · pith_short_12: BFKKIWUVL2RY · pith_short_16: BFKKIWUVL2RYUBVJ · pith_short_8: BFKKIWUV

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/BFKKIWUVL2RYUBVJNA2MUQMEZF \
  | 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: 0954a45a955ea38a06a96834ca4184c94ad1b61ce653e8a90d49183cd2c01d86

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "942a2eb4c46b99881ce6a5f30c506e89c0f57d70507e6234e70a418876e53932",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-01-28T00:55:58Z",
    "title_canon_sha256": "a81fd2714619df2d4c6d260467bde0abc53418e33a4eccb1f465558731168c3c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.11872",
    "kind": "arxiv",
    "version": 2
  }
}