Pith Number

pith:LM7HY4XI

pith:2022:LM7HY4XIGTAC3ZV3EURQWBHJGJ

not attested not anchored not stored refs pending

AntBO: Towards Real-World Automated Antibody Design with Combinatorial Bayesian Optimisation

Alexander I. Cowen-Rivers, Amos Storkey, Antoine Grosnit, Asif Khan, Dany Bou-Ammar, Derrick-Goh-Xin Deik, Eva Smorodina, Haitham Bou-Ammar, Jun Wang, Kamil Dreczkowski, Philippe A. Robert, Puneet Rawat, Rahmad Akbar, Rasul Tutunov, Victor Greiff

arxiv:2201.12570 v4 · 2022-01-29 · q-bio.BM · cs.AI · cs.LG · cs.NE · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LM7HY4XIGTAC3ZV3EURQWBHJGJ}

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	2026-07-05T05:06:54.546052Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b3e7c72e834c02de6bb25230b04e9327c884fc665a337a16f430c853e22db02

Aliases

arxiv: 2201.12570 · arxiv_version: 2201.12570v4 · doi: 10.48550/arxiv.2201.12570 · pith_short_12: LM7HY4XIGTAC · pith_short_16: LM7HY4XIGTAC3ZV3 · pith_short_8: LM7HY4XI

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/LM7HY4XIGTAC3ZV3EURQWBHJGJ \
  | 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: 5b3e7c72e834c02de6bb25230b04e9327c884fc665a337a16f430c853e22db02

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5073c9141d91ac37f560cb9a892ccf03f74ba2fafa54ff271c1ef95274acce0c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-bio.BM",
    "submitted_at": "2022-01-29T12:03:04Z",
    "title_canon_sha256": "c69e043f40f9c7cb8b60e60bb8e99a6376adec58a24193dd14f9da96938efc0d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.12570",
    "kind": "arxiv",
    "version": 4
  }
}