Pith Number

pith:TQ3M35NO

pith:2025:TQ3M35NODVMGGIJST57DHJ4FZU

not attested not anchored not stored refs pending

Generative Multi-Form Bayesian Optimization

Haitao Liu, Jianmin Zheng, Xinghua Qu, Yew-Soon Ong, Yuzhe Zhang, Zhendong Guo

arxiv:2501.13337 v1 · 2025-01-23 · cs.CE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TQ3M35NODVMGGIJST57DHJ4FZU}

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.

Receipt and verification

First computed	2026-07-05T10:04:26.986731Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9c36cdf5ae1d586321329f7e33a785cd3ea9e070e2e0fb2b0949ae47631af873

Aliases

arxiv: 2501.13337 · arxiv_version: 2501.13337v1 · doi: 10.48550/arxiv.2501.13337 · pith_short_12: TQ3M35NODVMG · pith_short_16: TQ3M35NODVMGGIJS · pith_short_8: TQ3M35NO

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/TQ3M35NODVMGGIJST57DHJ4FZU \
  | 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: 9c36cdf5ae1d586321329f7e33a785cd3ea9e070e2e0fb2b0949ae47631af873

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dd7d48c39934c19e493de9ce598d6e2ccc063d6c3403b60a46765aec71fed8b0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CE",
    "submitted_at": "2025-01-23T02:36:41Z",
    "title_canon_sha256": "56bc3f3c3d7d6744ccbb1c7edc63a6c5ba2ff0bb06e7639b9a5657dfe726d62d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.13337",
    "kind": "arxiv",
    "version": 1
  }
}