Pith Number

pith:BP2W3AR7

pith:2024:BP2W3AR7CCEDDMDV7OB4ZX3E5T

not attested not anchored not stored refs pending

Federated Learning in Chemical Engineering: A Tutorial on a Framework for Privacy-Preserving Collaboration Across Distributed Data Sources

Claudio Miceli de Farias, David Esteban Bernal Neira, Iago Leal de Freitas, Pedro Maciel Xavier, Siddhant Dutta

arxiv:2411.16737 v2 · 2024-11-23 · cs.LG · cs.DC · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BP2W3AR7CCEDDMDV7OB4ZX3E5T}

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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	2026-07-05T10:13:06.037340Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0bf56d823f108831b075fb83ccdf64ece33b9a16d8a3980e3e2bff1d9e841dd3

Aliases

arxiv: 2411.16737 · arxiv_version: 2411.16737v2 · doi: 10.48550/arxiv.2411.16737 · pith_short_12: BP2W3AR7CCED · pith_short_16: BP2W3AR7CCEDDMDV · pith_short_8: BP2W3AR7

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/BP2W3AR7CCEDDMDV7OB4ZX3E5T \
  | 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: 0bf56d823f108831b075fb83ccdf64ece33b9a16d8a3980e3e2bff1d9e841dd3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "052147f573d0c973fe0d3f26c7d8354d0f22831b2a2faf7ff3723f1c6ccdb8f5",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-23T13:16:06Z",
    "title_canon_sha256": "c563568ce327b6798c42962603316499e7ed591fb4769036594c166205bfec67"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.16737",
    "kind": "arxiv",
    "version": 2
  }
}