Pith Number

pith:JDPBQ5LZ

pith:2024:JDPBQ5LZTAGAM3Q4M3CL57WYHM

not attested not anchored not stored refs pending

Small Molecule Optimization with Large Language Models

Armen Aghajanyan, Gayane Chilingaryan, Hrant Khachatrian, Menua Bedrosian, Philipp Guevorguian, Tigran Fahradyan

arxiv:2407.18897 v1 · 2024-07-26 · cs.LG · cs.NE · q-bio.QM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JDPBQ5LZTAGAM3Q4M3CL57WYHM}

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.

Cited by

2 papers in Pith

SmileyLlama: Modifying Large Language Models for Directed Chemical Space Exploration

FORGE: Fragment-Oriented Ranking and Generation for Context-Aware Molecular Optimization

Receipt and verification

First computed	2026-07-05T08:48:56.026519Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

48de187579980c066e1c66c4befed83b1bd4f4a1b7fc8a950180e3818d8db143

Aliases

arxiv: 2407.18897 · arxiv_version: 2407.18897v1 · doi: 10.48550/arxiv.2407.18897 · pith_short_12: JDPBQ5LZTAGA · pith_short_16: JDPBQ5LZTAGAM3Q4 · pith_short_8: JDPBQ5LZ

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/JDPBQ5LZTAGAM3Q4M3CL57WYHM \
  | 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: 48de187579980c066e1c66c4befed83b1bd4f4a1b7fc8a950180e3818d8db143

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "31d9fa13d148469f0fd904453a4257633d3fb07db2aa48deec673790f862734b",
    "cross_cats_sorted": [
      "cs.NE",
      "q-bio.QM"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-26T17:51:33Z",
    "title_canon_sha256": "f2a79486049c83c347619c8ab39ab93015ce2103b81c58ab0e12cd0aa696a0e0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.18897",
    "kind": "arxiv",
    "version": 1
  }
}