Pith Number

pith:RTTB44MP

pith:2024:RTTB44MPQ5ZNTNZWH45W4WAFNL

not attested not anchored not stored refs pending

FedEP: Tailoring Attention to Heterogeneous Data Distribution with Entropy Pooling for Decentralized Federated Learning

Alberto Huertas Celdr\'an, Burkhard Stiller, Chao Feng, G\'er\^ome Bovet, Hongjie Guan, Jan von der Assen

arxiv:2410.07678 v2 · 2024-10-10 · 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{RTTB44MPQ5ZNTNZWH45W4WAFNL}

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	2026-07-05T09:57:23.308004Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8ce61e718f8772d9b7363f3b6e58056aebadb040fa366f0a5be03b66cdfe50af

Aliases

arxiv: 2410.07678 · arxiv_version: 2410.07678v2 · doi: 10.48550/arxiv.2410.07678 · pith_short_12: RTTB44MPQ5ZN · pith_short_16: RTTB44MPQ5ZNTNZW · pith_short_8: RTTB44MP

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/RTTB44MPQ5ZNTNZWH45W4WAFNL \
  | 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: 8ce61e718f8772d9b7363f3b6e58056aebadb040fa366f0a5be03b66cdfe50af

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "52e1c0ec0cac820053bf5d01a1a68aaee70a3615dd9ef1770de5ac6834a8a3e9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-10T07:39:15Z",
    "title_canon_sha256": "5e56529e0fa4f34b2642fc69642ae5e9711cda8d0165127907dbea9095f8cf80"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.07678",
    "kind": "arxiv",
    "version": 2
  }
}