Pith Number

pith:5YQBEFQX

pith:2024:5YQBEFQXSWLHJ3LKMI3G7MR6WK

not attested not anchored not stored refs pending

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps

Irina Ar\'evalo, Jose L Salmeron

arxiv:2412.12844 v1 · 2024-12-17 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5YQBEFQXSWLHJ3LKMI3G7MR6WK}

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	2026-07-05T09:50:21.418907Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ee20121617959674ed6a62366fb23eb298e15b0df2cff4e1d5759a806e7ceb15

Aliases

arxiv: 2412.12844 · arxiv_version: 2412.12844v1 · doi: 10.48550/arxiv.2412.12844 · pith_short_12: 5YQBEFQXSWLH · pith_short_16: 5YQBEFQXSWLHJ3LK · pith_short_8: 5YQBEFQX

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/5YQBEFQXSWLHJ3LKMI3G7MR6WK \
  | 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: ee20121617959674ed6a62366fb23eb298e15b0df2cff4e1d5759a806e7ceb15

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a8dddd1664489d292bea7b9e5a59ad7fe3a13c71d55dbcbfc34e83f203054061",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-17T12:11:14Z",
    "title_canon_sha256": "778c2d8229f71ea378f91eca6bbb1c35c04f78672905ed09421cf094f3b22c39"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12844",
    "kind": "arxiv",
    "version": 1
  }
}