Pith Number

pith:Z7Y64NSS

pith:2025:Z7Y64NSSCLSZOQ2TDMLM5FKF7E

not attested not anchored not stored refs pending

Collaborative Expert LLMs Guided Multi-Objective Molecular Optimization

Haishuai Wang, Huan Yee Koh, Jiajun Yu, Shirui Pan, Tianyue Wang, Yizhen Zheng

arxiv:2503.03503 v1 · 2025-03-05 · q-bio.BM · cs.AI · 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{Z7Y64NSSCLSZOQ2TDMLM5FKF7E}

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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

5 papers in Pith

UniField: RBF-Guided Electron Density Fusion for Enhanced Molecular Representations

When Molecular Similarity Works: Property Cliffs Reveal Hidden Errors

MolDeTox: Evaluating Language Model's Stepwise Fragment Editing for Molecular Detoxification

From Single-Step Edit Response to Multi-Step Molecular Optimization

Mol-Debate: Multi-Agent Debate Improves Structural Reasoning in Molecular Design

Receipt and verification

First computed	2026-07-05T10:24:46.818648Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cff1ee365212e59743531b16ce9545f90cf2ee127fb3db4bb72903675be37543

Aliases

arxiv: 2503.03503 · arxiv_version: 2503.03503v1 · doi: 10.48550/arxiv.2503.03503 · pith_short_12: Z7Y64NSSCLSZ · pith_short_16: Z7Y64NSSCLSZOQ2T · pith_short_8: Z7Y64NSS

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/Z7Y64NSSCLSZOQ2TDMLM5FKF7E \
  | 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: cff1ee365212e59743531b16ce9545f90cf2ee127fb3db4bb72903675be37543

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0143ca22218ad3eb1095da181b3ab389808a9ccf2a2eb230e2c45d5547d6aa5c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-bio.BM",
    "submitted_at": "2025-03-05T13:47:55Z",
    "title_canon_sha256": "76f41b74df17b0ca88527b563df56b2cb5f18e27f7a797045efa5bcc39677b3f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.03503",
    "kind": "arxiv",
    "version": 1
  }
}