Pith Number

pith:DGIJ43YU

pith:2022:DGIJ43YUCD4VKZU4EPTYM7WE3E

not attested not anchored not stored refs pending

Industry-Scale Orchestrated Federated Learning for Drug Discovery

\'Ad\'am Arany, Adam Zalewski, Adrien Darbier, Alexandre Picosson, Andr\'as Formanek, Ansgar Schuffenhauer, Antoine Simon, Arnaud Gohier, Arne Dieckmann, Ashley Nicollet, Aur\'elien Gasser, Bal\'azs Pej\'o, Camille Boillet, Camille Marini, Cl\'ement Mayer, David Endico, Dieter Kopecky, Eric Boniface, Ezron Oluoch, Fabien Gelus, Gergely \'Acs, Hugo Ceulemans, Inal Djafar, Jaak Simm, Jordon Rahaman, Kelvin Moutet, Lewis Mervin, Lukas Friedrich, Manuel St\"o{\ss}el, Maria Telenczuk, Martijn Oldenhof, Mathieu Galtier, Matthieu Blotti\`ere, Michal Van\v{c}o, Nicholas Holway, No\'e Sturm, Ola Engkvist, Oliver Fortmeier, Peter Antal, Peter Schmidtke, Prakash Chandra Rathi, Ritsuya Niwayama, Tha\"is de Boisfoss\'e, Thibaud Martinez, Van Tien Nguyen, Wouter Heyndrickx, Yves Moreau

arxiv:2210.08871 v2 · 2022-10-17 · cs.LG · 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{DGIJ43YUCD4VKZU4EPTYM7WE3E}

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.

Receipt and verification

First computed	2026-07-05T05:24:14.698794Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

19909e6f1410f955669c23e7867ec4d91b22c22b4e5030035c2f17bd35abedc6

Aliases

arxiv: 2210.08871 · arxiv_version: 2210.08871v2 · doi: 10.48550/arxiv.2210.08871 · pith_short_12: DGIJ43YUCD4V · pith_short_16: DGIJ43YUCD4VKZU4 · pith_short_8: DGIJ43YU

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/DGIJ43YUCD4VKZU4EPTYM7WE3E \
  | 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: 19909e6f1410f955669c23e7867ec4d91b22c22b4e5030035c2f17bd35abedc6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dea0a1b4cd086c79c370089b7ea9629612077ed2458bfd55adb73dfe050534ed",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-17T09:07:59Z",
    "title_canon_sha256": "bcddf1eed5b8c6133e5cdcbafbd159f4245b58caff421773a5e17691a97e478f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.08871",
    "kind": "arxiv",
    "version": 2
  }
}