Pith Number

pith:3LBTLSBV

pith:2025:3LBTLSBVUZ5FZNUGAIN67PNSPB

not attested not anchored not stored refs pending

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms

Elena Raponi, Niki van Stein, Thomas B\"ack, Wenhu Li

arxiv:2505.21034 v1 · 2025-05-27 · cs.LG · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3LBTLSBVUZ5FZNUGAIN67PNSPB}

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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

An Open-Source Training Dataset for Foundation Models for Black-box Optimization

Automated Kernel Discovery Towards Understanding High-dimensional Bayesian Optimization

Receipt and verification

First computed	2026-07-05T11:10:22.710511Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dac335c835a67a5cb686021befbdb27859e32533d22dc5dffa82345f4b58b842

Aliases

arxiv: 2505.21034 · arxiv_version: 2505.21034v1 · doi: 10.48550/arxiv.2505.21034 · pith_short_12: 3LBTLSBVUZ5F · pith_short_16: 3LBTLSBVUZ5FZNUG · pith_short_8: 3LBTLSBV

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/3LBTLSBVUZ5FZNUGAIN67PNSPB \
  | 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: dac335c835a67a5cb686021befbdb27859e32533d22dc5dffa82345f4b58b842

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8e352947c56b5be750d52ab1786a02f459115346b7132d1ce9134f21e0fd9a74",
    "cross_cats_sorted": [
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-27T11:13:14Z",
    "title_canon_sha256": "ab07fa4adaf86faed3027e01a622bcdab35f528ee2b8de994872e66c510e1601"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.21034",
    "kind": "arxiv",
    "version": 1
  }
}