Pith Number

pith:CJL5OODQ

pith:2025:CJL5OODQEEOBSW3VDFLAB5ADAH

not attested not anchored not stored refs pending

Large Scale Multi-Task Bayesian Optimization with Large Language Models

Cesar de la Fuente-Nunez, Fangping Wan, Haydn Thomas Jones, Jacob R. Gardner, Jeffrey Tao, Marcelo Der Torossian Torres, Natalie Maus, Osbert Bastani, Ryan Marcus, Yimeng Zeng

arxiv:2503.08131 v2 · 2025-03-11 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CJL5OODQEEOBSW3VDFLAB5ADAH}

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	2026-07-05T11:20:10.587184Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1257d73870211c195b75195600f40301d22facef5ee85b5d42caf36f07cd56a9

Aliases

arxiv: 2503.08131 · arxiv_version: 2503.08131v2 · doi: 10.48550/arxiv.2503.08131 · pith_short_12: CJL5OODQEEOB · pith_short_16: CJL5OODQEEOBSW3V · pith_short_8: CJL5OODQ

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/CJL5OODQEEOBSW3VDFLAB5ADAH \
  | 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: 1257d73870211c195b75195600f40301d22facef5ee85b5d42caf36f07cd56a9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a954ebcc4f19ee69db3debf24e473f6ff84c462ff2504de586ad991384c742f0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-11T07:46:19Z",
    "title_canon_sha256": "9ec88fe9d6adc90336fadce0766ac919e344a7325423a371f837608a5ed9de53"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.08131",
    "kind": "arxiv",
    "version": 2
  }
}