Pith Number

pith:DFOUPAIH

pith:2024:DFOUPAIHZTPQHUZP24YIBRMNYZ

not attested not anchored not stored refs pending

Federated Learning with Workload Reduction through Partial Training of Client Models and Entropy-Based Data Selection

Hongrui Shi, Po Yang, Valentin Radu

arxiv:2501.00170 v1 · 2024-12-30 · cs.LG · cs.AI · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DFOUPAIHZTPQHUZP24YIBRMNYZ}

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	2026-07-05T09:56:05.416793Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

195d478107ccdf03d32fd73080c58dc65e22619d14a45cb73f6091e45c06a58b

Aliases

arxiv: 2501.00170 · arxiv_version: 2501.00170v1 · doi: 10.48550/arxiv.2501.00170 · pith_short_12: DFOUPAIHZTPQ · pith_short_16: DFOUPAIHZTPQHUZP · pith_short_8: DFOUPAIH

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/DFOUPAIHZTPQHUZP24YIBRMNYZ \
  | 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: 195d478107ccdf03d32fd73080c58dc65e22619d14a45cb73f6091e45c06a58b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "94cb9d53ffabc28fbc25c71b2a001a29e478de7028705dcd8d676e355fee6442",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-30T22:47:32Z",
    "title_canon_sha256": "e74a7919ad2ce9c7feb4623af4da4466e008e9868447a61bc213d2343831756f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.00170",
    "kind": "arxiv",
    "version": 1
  }
}