Pith Number

pith:LSOMMP7L

pith:2022:LSOMMP7LWW3ROE672GCHBBSWY3

not attested not anchored not stored refs pending

Sample Efficiency Matters: A Benchmark for Practical Molecular Optimization

Connor W. Coley, Jimeng Sun, Tianfan Fu, Wenhao Gao

arxiv:2206.12411 v2 · 2022-06-22 · cs.CE · q-bio.BM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LSOMMP7LWW3ROE672GCHBBSWY3}

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

1 paper in Pith

Efficient and Principled Scientific Discovery through Bayesian Optimization: A Tutorial

Receipt and verification

First computed	2026-07-05T05:04:49.598232Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5c9cc63febb5b71713dfd184708656c6cb6628c9b45745921abe680eb80b4fa1

Aliases

arxiv: 2206.12411 · arxiv_version: 2206.12411v2 · doi: 10.48550/arxiv.2206.12411 · pith_short_12: LSOMMP7LWW3R · pith_short_16: LSOMMP7LWW3ROE67 · pith_short_8: LSOMMP7L

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/LSOMMP7LWW3ROE672GCHBBSWY3 \
  | 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: 5c9cc63febb5b71713dfd184708656c6cb6628c9b45745921abe680eb80b4fa1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b0bf0026946f5d5e19089cf5a149b4e45a5203303aadda07609e2efa2a592c38",
    "cross_cats_sorted": [
      "q-bio.BM"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CE",
    "submitted_at": "2022-06-22T20:36:49Z",
    "title_canon_sha256": "ca36ced5ff56c24afece8d6e1fcdeffc3525eb167e54ce1eb348d6dfd314cf3d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.12411",
    "kind": "arxiv",
    "version": 2
  }
}