Pith Number

pith:T75VDY7T

pith:2024:T75VDY7TVLUOXP2RVSUK2HZGOS

not attested not anchored not stored refs pending

Efficient Evolutionary Search Over Chemical Space with Large Language Models

Al\'an Aspuru-Guzik, Chao Zhang, Chenru Duan, Cher-Tian Ser, Felix Strieth-Kalthoff, Haorui Wang, Kirill Neklyudov, Lingkai Kong, Marta Skreta, Wenhao Gao, Yanqiao Zhu, Yuanqi Du, Yuchen Zhuang, Yue Yu

arxiv:2406.16976 v3 · 2024-06-23 · cs.NE · cs.AI · cs.LG · physics.chem-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{T75VDY7TVLUOXP2RVSUK2HZGOS}

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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

ParetoPilot: Zero-Surrogate Offline Multi-Objective Optimization via Infer-Perturb-Guide Diffusion

General-purpose LLMs as Constrained Crystal Composition Generators

SmileyLlama: Modifying Large Language Models for Directed Chemical Space Exploration

ToolMol: Evolutionary Agentic Framework for Multi-objective Drug Discovery

Receipt and verification

First computed	2026-07-05T10:26:04.708043Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9ffb51e3f3aae8ebbf51aca8ad1f26748bcb834e36e9158a500610b5f5525277

Aliases

arxiv: 2406.16976 · arxiv_version: 2406.16976v3 · doi: 10.48550/arxiv.2406.16976 · pith_short_12: T75VDY7TVLUO · pith_short_16: T75VDY7TVLUOXP2R · pith_short_8: T75VDY7T

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/T75VDY7TVLUOXP2RVSUK2HZGOS \
  | 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: 9ffb51e3f3aae8ebbf51aca8ad1f26748bcb834e36e9158a500610b5f5525277

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0a9450629eb48bfbf9355969d96d0ed5b934c62c2cd31fabd36330b8e6a8588f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "physics.chem-ph"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2024-06-23T06:22:49Z",
    "title_canon_sha256": "c34ad8e7b58d971fa5289d472119c641d5f097eeabe51512e92d1a35f3006757"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.16976",
    "kind": "arxiv",
    "version": 3
  }
}