Pith Number

pith:KC2GTPXX

pith:2012:KC2GTPXXAWCS624OWPKG5TMZK2

not attested not anchored not stored refs pending

A Lipschitz Exploration-Exploitation Scheme for Bayesian Optimization

Ali Jalali, Javad Azimi, Ruofei Zhang, Xiaoli Fern

arxiv:1204.0047 v2 · 2012-03-30 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KC2GTPXXAWCS624OWPKG5TMZK2}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more

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	2026-05-18T03:18:26.817938Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

50b469bef705852f6b8eb3d46ecd9956a9c9ec562066c1ad666ae50010deaef2

Aliases

arxiv: 1204.0047 · arxiv_version: 1204.0047v2 · doi: 10.48550/arxiv.1204.0047 · pith_short_12: KC2GTPXXAWCS · pith_short_16: KC2GTPXXAWCS624O · pith_short_8: KC2GTPXX

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/KC2GTPXXAWCS624OWPKG5TMZK2 \
  | 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: 50b469bef705852f6b8eb3d46ecd9956a9c9ec562066c1ad666ae50010deaef2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d946cb473f27f6751ad7d0e25a800c1c87484a566217693ba9f0cc1c1d3fdf38",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2012-03-30T23:39:29Z",
    "title_canon_sha256": "89fe99162270054eae778d8998bbc43a092261ce9c41f651dbe64a5e2b6f559a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1204.0047",
    "kind": "arxiv",
    "version": 2
  }
}