Pith Number

pith:474OPZBM

pith:2025:474OPZBMUTJ3GM6YBFN2FRBJVT

not attested not anchored not stored refs pending

Federated Learning from Molecules to Processes: A Perspective

Clemens Kortmann, Jan G. Rittig

arxiv:2506.18525 v1 · 2025-06-23 · cs.LG · physics.chem-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{474OPZBMUTJ3GM6YBFN2FRBJVT}

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

Privacy-Preserving Federated Learning Framework for Distributed Chemical Process Optimization

Receipt and verification

First computed	2026-07-05T11:25:51.473966Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e7f8e7e42ca4d3b333d8095ba2c429acf835a2735b9338d2e402c25e056d9378

Aliases

arxiv: 2506.18525 · arxiv_version: 2506.18525v1 · doi: 10.48550/arxiv.2506.18525 · pith_short_12: 474OPZBMUTJ3 · pith_short_16: 474OPZBMUTJ3GM6Y · pith_short_8: 474OPZBM

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/474OPZBMUTJ3GM6YBFN2FRBJVT \
  | 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: e7f8e7e42ca4d3b333d8095ba2c429acf835a2735b9338d2e402c25e056d9378

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "18c115539f5d48bbb9c56246217c529301cd5b9c269c5bea36bdc978d0fb396a",
    "cross_cats_sorted": [
      "physics.chem-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-23T11:27:34Z",
    "title_canon_sha256": "0e7bec13eb65329e214e72b6e16097ddcbfa94deeb74b0d12545614b7db34f28"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.18525",
    "kind": "arxiv",
    "version": 1
  }
}