Pith Number

pith:WOZXAL4B

pith:2022:WOZXAL4B7UTXHTKCCS5BGSKIOU

not attested not anchored not stored refs pending

Bayesian Optimization over Discrete and Mixed Spaces via Probabilistic Reparameterization

David Eriksson, Eytan Bakshy, Maximilian Balandat, Michael A. Osborne, Samuel Daulton, Xingchen Wan

arxiv:2210.10199 v1 · 2022-10-18 · cs.LG · cs.AI · math.OC · 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{WOZXAL4B7UTXHTKCCS5BGSKIOU}

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

Bayesian Optimization for Mixed-Variable Problems in the Natural Sciences

Receipt and verification

First computed	2026-07-05T05:08:07.236391Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b3b3702f81fd2773cd4214ba134948752f35e8068d225826ed57648501d8d264

Aliases

arxiv: 2210.10199 · arxiv_version: 2210.10199v1 · doi: 10.48550/arxiv.2210.10199 · pith_short_12: WOZXAL4B7UTX · pith_short_16: WOZXAL4B7UTXHTKC · pith_short_8: WOZXAL4B

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/WOZXAL4B7UTXHTKCCS5BGSKIOU \
  | 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: b3b3702f81fd2773cd4214ba134948752f35e8068d225826ed57648501d8d264

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fbf3d643e6dd8dac0a8b4c9e34e5f608733b397b834cd16292dbc0e6167c7593",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-18T22:41:00Z",
    "title_canon_sha256": "1e070e42af60cd1c14b96a1d965b0d507f41f67f92e649197aa5c94f3f5e96c1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.10199",
    "kind": "arxiv",
    "version": 1
  }
}