Pith Number

pith:LW7HEY5X

pith:2023:LW7HEY5X62C2ZZ3NWFOSANC4CK

not attested not anchored not stored refs pending

Bayesian Optimization of Catalysis With In-Context Learning

Andrew D. White, Marc D. Porosoff, Mayk Caldas Ramos, Shane S. Michtavy

arxiv:2304.05341 v2 · 2023-04-11 · physics.chem-ph · 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{LW7HEY5X62C2ZZ3NWFOSANC4CK}

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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

6 papers in Pith

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Unleashing LLMs in Bayesian Optimization: Preference-Guided Framework for Scientific Discovery

Evolving Roles of LLMs in Scientific Innovation: Assistant, Collaborator, Scientist, and Evaluator

LILO: Bayesian Optimization with Natural Language Feedback

ChemCrow: Augmenting large-language models with chemistry tools

Receipt and verification

First computed	2026-07-05T11:03:12.353904Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5dbe7263b7f685ace76db15d20345c12b5a30513d937aaeb3e08ef03637076c2

Aliases

arxiv: 2304.05341 · arxiv_version: 2304.05341v2 · doi: 10.48550/arxiv.2304.05341 · pith_short_12: LW7HEY5X62C2 · pith_short_16: LW7HEY5X62C2ZZ3N · pith_short_8: LW7HEY5X

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/LW7HEY5X62C2ZZ3NWFOSANC4CK \
  | 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: 5dbe7263b7f685ace76db15d20345c12b5a30513d937aaeb3e08ef03637076c2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "efcc24e87302f4df9b435e9421d9ffd2ce522743782d5b9b854ca3cb8f35db79",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "physics.chem-ph",
    "submitted_at": "2023-04-11T17:00:35Z",
    "title_canon_sha256": "08357f1b4dbd1741a2afd44e2ec0a5cddaa0556185125860e8094ccd61c948e2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.05341",
    "kind": "arxiv",
    "version": 2
  }
}