Pith Number

pith:4OMZGFQU

pith:2012:4OMZGFQURVAZI62D2E6LT4VPVY

not attested not anchored not stored refs pending

Hybrid Batch Bayesian Optimization

Ali Jalali, Javad Azimi, Xiaoli Fern

arxiv:1202.5597 v3 · 2012-02-25 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4OMZGFQURVAZI62D2E6LT4VPVY}

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.

Cited by

2 papers in Pith

POETS: Uncertainty-Aware LLM Optimization via Compute-Efficient Policy Ensembles

ADKO: Agentic Decentralized Knowledge Optimization

Receipt and verification

First computed	2026-05-18T03:56:36.127475Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e3999316148d41947b43d13cb9f2afae3e3c35bbc4ef43262e70582fbe32e7e9

Aliases

arxiv: 1202.5597 · arxiv_version: 1202.5597v3 · doi: 10.48550/arxiv.1202.5597 · pith_short_12: 4OMZGFQURVAZ · pith_short_16: 4OMZGFQURVAZI62D · pith_short_8: 4OMZGFQU

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/4OMZGFQURVAZI62D2E6LT4VPVY \
  | 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: e3999316148d41947b43d13cb9f2afae3e3c35bbc4ef43262e70582fbe32e7e9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "55d2721e49161875a8e63113b1a8fcfc4abb371f6ee172d9af5aba703313dd74",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2012-02-25T02:00:51Z",
    "title_canon_sha256": "87ffdf304d4608159178fe9d0f70c240a190a144af6a3b133b39cd0a633e0e45"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1202.5597",
    "kind": "arxiv",
    "version": 3
  }
}